{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Oakland Crime 探索性分析与预处理报告"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import json\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import crime_process"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "确定数据集根目录："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = 'data/oakland-crime-statistics-2011-to-2016/'\n",
    "file_lst = ['records-for-' + str(x) + '.csv' for x in range(2011,2017)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "导入数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency</th>\n",
       "      <th>Create Time</th>\n",
       "      <th>Location</th>\n",
       "      <th>Area Id</th>\n",
       "      <th>Beat</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Incident Type Id</th>\n",
       "      <th>Incident Type Description</th>\n",
       "      <th>Event Number</th>\n",
       "      <th>Closed Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:00:00.000</td>\n",
       "      <td>ST&amp;SAN PABLO AV</td>\n",
       "      <td>1</td>\n",
       "      <td>06X</td>\n",
       "      <td>1</td>\n",
       "      <td>PDOA</td>\n",
       "      <td>POSSIBLE DEAD PERSON</td>\n",
       "      <td>LOP110101000001</td>\n",
       "      <td>2011-01-01T00:28:17.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:01:11.000</td>\n",
       "      <td>ST&amp;HANNAH ST</td>\n",
       "      <td>1</td>\n",
       "      <td>07X</td>\n",
       "      <td>1</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000002</td>\n",
       "      <td>2011-01-01T01:12:56.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:01:25.000</td>\n",
       "      <td>ST&amp;MARKET ST</td>\n",
       "      <td>1</td>\n",
       "      <td>10Y</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000003</td>\n",
       "      <td>2011-01-01T00:07:20.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:01:35.000</td>\n",
       "      <td>PRENTISS ST</td>\n",
       "      <td>2</td>\n",
       "      <td>21Y</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000005</td>\n",
       "      <td>2011-01-01T00:02:28.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:02:10.000</td>\n",
       "      <td>AV&amp;FOOTHILL BLVD</td>\n",
       "      <td>2</td>\n",
       "      <td>20X</td>\n",
       "      <td>1</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000004</td>\n",
       "      <td>2011-01-01T00:50:04.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180011</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:52:15.000</td>\n",
       "      <td>WB 26TH AV</td>\n",
       "      <td>2</td>\n",
       "      <td>21X</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP111231001014</td>\n",
       "      <td>2012-01-01T01:40:10.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180012</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:53:59.000</td>\n",
       "      <td>WERNER 40TH STREET WY</td>\n",
       "      <td>1</td>\n",
       "      <td>09X</td>\n",
       "      <td>1</td>\n",
       "      <td>PDOA</td>\n",
       "      <td>POSSIBLE DEAD PERSON</td>\n",
       "      <td>LOP111231001015</td>\n",
       "      <td>2012-01-01T02:30:22.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180013</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:55:52.000</td>\n",
       "      <td>WOOD AV&amp;KEMPTON AV</td>\n",
       "      <td>1</td>\n",
       "      <td>08X</td>\n",
       "      <td>1</td>\n",
       "      <td>918</td>\n",
       "      <td>PERSON SCREAMING</td>\n",
       "      <td>LOP111231001016</td>\n",
       "      <td>2012-01-01T00:25:03.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180014</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:58:08.000</td>\n",
       "      <td>WOODSON B ST</td>\n",
       "      <td>2</td>\n",
       "      <td>33X</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP111231001017</td>\n",
       "      <td>2012-01-01T02:59:48.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180015</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180016 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Agency              Create Time               Location Area Id Beat  \\\n",
       "0          OP  2011-01-01T00:00:00.000        ST&SAN PABLO AV       1  06X   \n",
       "1          OP  2011-01-01T00:01:11.000          ST&HANNAH ST        1  07X   \n",
       "2          OP  2011-01-01T00:01:25.000          ST&MARKET ST        1  10Y   \n",
       "3          OP  2011-01-01T00:01:35.000           PRENTISS ST        2  21Y   \n",
       "4          OP  2011-01-01T00:02:10.000      AV&FOOTHILL BLVD        2  20X   \n",
       "...       ...                      ...                    ...     ...  ...   \n",
       "180011     OP  2011-12-31T23:52:15.000            WB 26TH AV        2  21X   \n",
       "180012     OP  2011-12-31T23:53:59.000  WERNER 40TH STREET WY       1  09X   \n",
       "180013     OP  2011-12-31T23:55:52.000    WOOD AV&KEMPTON AV        1  08X   \n",
       "180014     OP  2011-12-31T23:58:08.000          WOODSON B ST        2  33X   \n",
       "180015                                                                       \n",
       "\n",
       "       Priority Incident Type Id Incident Type Description     Event Number  \\\n",
       "0             1             PDOA      POSSIBLE DEAD PERSON  LOP110101000001   \n",
       "1             1            415GS              415 GUNSHOTS  LOP110101000002   \n",
       "2             2            415GS              415 GUNSHOTS  LOP110101000003   \n",
       "3             2            415GS              415 GUNSHOTS  LOP110101000005   \n",
       "4             1            415GS              415 GUNSHOTS  LOP110101000004   \n",
       "...         ...              ...                       ...              ...   \n",
       "180011        2            415GS              415 GUNSHOTS  LOP111231001014   \n",
       "180012        1             PDOA      POSSIBLE DEAD PERSON  LOP111231001015   \n",
       "180013        1              918          PERSON SCREAMING  LOP111231001016   \n",
       "180014        2            415GS              415 GUNSHOTS  LOP111231001017   \n",
       "180015                                                                        \n",
       "\n",
       "                    Closed Time  \n",
       "0       2011-01-01T00:28:17.000  \n",
       "1       2011-01-01T01:12:56.000  \n",
       "2       2011-01-01T00:07:20.000  \n",
       "3       2011-01-01T00:02:28.000  \n",
       "4       2011-01-01T00:50:04.000  \n",
       "...                         ...  \n",
       "180011  2012-01-01T01:40:10.000  \n",
       "180012  2012-01-01T02:30:22.000  \n",
       "180013  2012-01-01T00:25:03.000  \n",
       "180014  2012-01-01T02:59:48.000  \n",
       "180015                           \n",
       "\n",
       "[180016 rows x 10 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime = crime_process.crime_data(root, file_lst)\n",
    "crime_data = crime.data\n",
    "crime_data[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据包含：  \n",
    "1. Agency                      机构名称，除缺失值外，只有唯一值OP\n",
    "2. Create Time                 案件创建时间\n",
    "3. Location                    案件发生地点\n",
    "4. Area Id                     案件发生地区代码\n",
    "5. Beat                        案件发生的巡逻区域\n",
    "6. Priority                    优先级\n",
    "7. Incident Type Id            案件类型ID\n",
    "8. Incident Type Description   案件类型描述\n",
    "9. Event Number                案件标号\n",
    "10. Closed Time                案件结束时间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Agency"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查找缺失值个数:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011 : 1\n",
      "2012 : 1\n",
      "2013 : 1\n",
      "2014 : 0\n",
      "2015 : 0\n",
      "2016 : 1\n"
     ]
    }
   ],
   "source": [
    "crime.select_col('Agency')\n",
    "none_before = crime.count_none()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array(['', '', '   ', '', '', '', '', '', '', ''], dtype=object)]\n",
      "[array(['', '', '', '', '', '', '', '', '', '', ''], dtype=object)]\n",
      "[array(['', '', '      ', '', '', '', '', '', '', ''], dtype=object)]\n",
      "[array(['', '', '      ', '', '', '', '', '', '', ''], dtype=object)]\n"
     ]
    }
   ],
   "source": [
    "index11,row11 = crime.get_row_index(0, '')\n",
    "index12,row12 = crime.get_row_index(1, '')\n",
    "index13,row13 = crime.get_row_index(2, '')\n",
    "index16,row16 = crime.get_row_index(5, '')\n",
    "print(row11)\n",
    "print(row12)\n",
    "print(row13)\n",
    "print(row16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "缺失值整行为空，直接删除即可。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011 : 0\n",
      "2012 : 0\n",
      "2013 : 0\n",
      "2014 : 0\n",
      "2015 : 0\n",
      "2016 : 0\n"
     ]
    }
   ],
   "source": [
    "crime.delete_row(0,index11)\n",
    "crime.delete_row(1,index12)\n",
    "crime.delete_row(2,index13)\n",
    "crime.delete_row(5,index16)\n",
    "none_after = crime.count_none()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "缺失值处理前后对比："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kSWrRoAE7yaVJHklyd1ftz5L8OMldSb6WZL+mPi3JT5Pc2by+2DXm6CQ/TLI6yQVJ0tQnJbkxyarm5/5NPc12q5vPeU37hy9JY499W5J6a0fOYC8B5m1TuxE4qqpeBfwz8LGudfdX1azm9b6u+oXAImBm89qyz7OBm6pqJnBT8x7gxK5tFzXjJUmDW4J9W5J6ZtCAXVXfBTZtU7uhqjY3b28F+ra3jyRTgH2q6paqKuBy4JRm9cnA0mZ56Tb1y6vjVmC/Zj+SpO2wb0tSb7VxD/YZwDe73k9PckeSm5Mc29QOBdZ1bbOuqQEcXFUbAJqfB3WNWTvAmBdIsijJiiQrNm7cOLyjkaSxr6d9254taawbVsBO8nFgM/A3TWkD8EtV9WrgD4ArkuwDpJ/hNdjud3RMVV1UVbOravbkyZN3bPKSNA7tCn3bni1prJs41IFJFgJvAd7YXD6kqp4Fnm2WVya5HziMzlmM7suRfcBDzfLDSaZU1YbmUuIjTX0dMHWAMZKknWTflqTRMaQz2EnmAR8FTqqqZ7rqk5NMaJZfTudBlweaS4hPJ5nTPIV+OnBtM2wZsLBZXrhN/fTmqfQ5wJNbLklKknaOfVuSRs+gZ7CTXAkcDxyYZB1wDp2nz/cEbmz+atOtzZPnxwF/kmQz8Bzwvqra8qDN++k82f4SOvf+bbn/7zzgK0nOBH4CnNrUlwPzgdXAM8DvDudAJWm8sG9LUm8NGrCrakE/5UsG2PYa4JoB1q0Ajuqn/hjwxn7qBZw12PwkSS9k35ak3vKbHCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFu1QwE5yaZJHktzdVZuU5MYkq5qf+zf1JLkgyeokdyV5TdeYhc32q5Is7KofneSHzZgLkmR7nyFJGpg9W5J6a0fPYC8B5m1TOxu4qapmAjc17wFOBGY2r0XAhdBpvMA5wOuAY4Bzuprvhc22W8bNG+QzJEkDW4I9W5J6ZocCdlV9F9i0TflkYGmzvBQ4pat+eXXcCuyXZAowF7ixqjZV1ePAjcC8Zt0+VXVLVRVw+Tb76u8zJEkDsGdLUm8N5x7sg6tqA0Dz86Cmfiiwtmu7dU1te/V1/dS39xkvkGRRkhVJVmzcuHEYhyRJY5Y9W5JGyUg85Jh+ajWE+g6rqouqanZVzZ48efLODJWk8c6eLUktG07Afri5VEjz85Gmvg6Y2rVdH/DQIPW+furb+wxJ0s6xZ0vSKBlOwF4GbHmqfCFwbVf99ObJ9DnAk82lwuuBNyfZv3lQ5s3A9c26p5PMaZ5EP32bffX3GZKknWPPlqRRMnFHNkpyJXA8cGCSdXSeLD8P+EqSM4GfAKc2my8H5gOrgWeA3wWoqk1J/hS4vdnuT6pqy0M476fz1PtLgG82L7bzGZKkAdizJam3dihgV9WCAVa9sZ9tCzhrgP1cClzaT30FcFQ/9cf6+wxJ0sDs2ZLUW36ToyRJktQiA7YkSZLUIgO2JEmS1CIDtiRJktQiA7YkSZLUIgO2JEmS1CIDtiRJktQiA7YkSZLUIgO2JEmS1CIDtiRJktQiA7YkSZLUIgO2JEmS1CIDtiRJktQiA7YkSZLUIgO2JEmS1CIDtiRJktQiA7YkSZLUIgO2JEmS1CIDtiRJktSiIQfsJK9McmfX66kkv5/kU0nWd9Xnd435WJLVSe5LMrerPq+prU5ydld9epLvJ1mV5MtJ9hj6oUrS+GbflqTRMeSAXVX3VdWsqpoFHA08A3ytWb14y7qqWg6Q5AjgNOBIYB7wl0kmJJkAfAE4ETgCWNBsC/DZZl8zgceBM4c6X0ka7+zbkjQ62rpF5I3A/VX1L9vZ5mTgqqp6tqoeBFYDxzSv1VX1QFX9HLgKODlJgDcAVzfjlwKntDRfSRrv7NuSNELaCtinAVd2vf9AkruSXJpk/6Z2KLC2a5t1TW2g+gHAE1W1eZu6JGn47NuSNEKGHbCb++tOAv62KV0IvAKYBWwAzt+yaT/Dawj1/uawKMmKJCs2bty4E7OXpPGn133bni1prGvjDPaJwA+q6mGAqnq4qp6rqueBi+lcSoTOmYypXeP6gIe2U38U2C/JxG3qL1JVF1XV7KqaPXny5BYOSZLGtJ72bXu2pLGujYC9gK7LjEmmdK17G3B3s7wMOC3JnkmmAzOB24DbgZnNk+d70LlsuayqCvg28I5m/ELg2hbmK0njnX1bkkbQxME3GViSvYETgN/rKv/PJLPoXBZcs2VdVd2T5CvAvcBm4Kyqeq7ZzweA64EJwKVVdU+zr48CVyX5DHAHcMlw5itJ4519W5JG3rACdlU9Q+ehlu7a72xn+3OBc/upLweW91N/gP+4VClJGib7tiSNPL/JUZIkSWqRAVuSJElqkQFbkiRJapEBW5IkSWqRAVuSJElqkQFbkiRJapEBW5IkSWqRAVuSJElqkQFbkiRJapEBW5IkSWqRAVuSJElqkQFbkiRJapEBW5IkSWqRAVuSJElqkQFbkiRJapEBW5IkSWqRAVuSJElqkQFbkiRJapEBW5IkSWqRAVuSJElq0bADdpI1SX6Y5M4kK5rapCQ3JlnV/Ny/qSfJBUlWJ7kryWu69rOw2X5VkoVd9aOb/a9uxma4c5ak8cqeLUkjr60z2P+lqmZV1ezm/dnATVU1E7ipeQ9wIjCzeS0CLoROcwfOAV4HHAOcs6XBN9ss6ho3r6U5S9J4Zc+WpBE0UreInAwsbZaXAqd01S+vjluB/ZJMAeYCN1bVpqp6HLgRmNes26eqbqmqAi7v2pckqR32bElqURsBu4AbkqxMsqipHVxVGwCanwc19UOBtV1j1zW17dXX9VN/gSSLkqxIsmLjxo0tHJIkjVn2bEkaYRNb2MevVdVDSQ4Cbkzy4+1s29+9eDWE+gsLVRcBFwHMnj37ReslSVvZsyVphA37DHZVPdT8fAT4Gp378R5uLhXS/Hyk2XwdMLVreB/w0CD1vn7qkqQhsGdL0sgbVsBO8tIk/2nLMvBm4G5gGbDlqfKFwLXN8jLg9ObJ9DnAk83lyOuBNyfZv3lQ5s3A9c26p5PMaZ5EP71rX5KknWDPlqTRMdxbRA4Gvtb8FaaJwBVVdV2S24GvJDkT+AlwarP9cmA+sBp4BvhdgKralORPgdub7f6kqjY1y+8HlgAvAb7ZvCRJO8+eLUmjYFgBu6oeAH6ln/pjwBv7qRdw1gD7uhS4tJ/6CuCo4cxTkmTPlqTR4jc5SpIkSS0yYEuSJEktMmBLkiRJLTJgS5IkSS0yYEuSJEktMmBLkiRJLTJgS5IkSS0yYEuSJEktMmBLkiRJLTJgS5IkSS0yYEuSJEktMmBLkiRJLTJgS5IkSS0yYEuSJEktMmBLkiRJLTJgS5IkSS0yYEuSJEktMmBLkiRJLTJgS5IkSS0yYEuSJEktGnLATjI1ybeT/CjJPUk+1NQ/lWR9kjub1/yuMR9LsjrJfUnmdtXnNbXVSc7uqk9P8v0kq5J8OckeQ52vJI139m1JGh3DOYO9GfjDqjocmAOcleSIZt3iqprVvJYDNOtOA44E5gF/mWRCkgnAF4ATgSOABV37+Wyzr5nA48CZw5ivJI139m1JGgVDDthVtaGqftAsPw38CDh0O0NOBq6qqmer6kFgNXBM81pdVQ9U1c+Bq4CTkwR4A3B1M34pcMpQ5ytJ4519W5JGRyv3YCeZBrwa+H5T+kCSu5JcmmT/pnYosLZr2LqmNlD9AOCJqtq8Tb2/z1+UZEWSFRs3bmzhiCRpbOtl37ZnSxrrhh2wk7wMuAb4/ap6CrgQeAUwC9gAnL9l036G1xDqLy5WXVRVs6tq9uTJk3fyCCRpfOl137ZnSxrrJg5ncJJfpNOk/6aqvgpQVQ93rb8Y+Hrzdh0wtWt4H/BQs9xf/VFgvyQTm7Mh3dtLkobAvi1JI284f0UkwCXAj6rqz7vqU7o2extwd7O8DDgtyZ5JpgMzgduA24GZzZPne9B5oGZZVRXwbeAdzfiFwLVDna8kjXf2bUkaHcM5g/1rwO8AP0xyZ1P7YzpPk8+ic1lwDfB7AFV1T5KvAPfSeZL9rKp6DiDJB4DrgQnApVV1T7O/jwJXJfkMcAed/zBIkobGvi1Jo2DIAbuq/on+77dbvp0x5wLn9lNf3t+4qnqAztPqkqRhsm9L0ujwmxwlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCVJkqQWGbAlSZKkFhmwJUmSpBYZsCWNiDPOOIODDjqIo446qtdTkSTtgOuuu45XvvKVzJgxg/POO6/X09mtGbAljYh3v/vdXHfddb2ehiRpBzz33HOcddZZfPOb3+Tee+/lyiuv5N577+31tHZbBmxJI+K4445j0qRJvZ6GJGkH3HbbbcyYMYOXv/zl7LHHHpx22mlce+21vZ7WbsuALUmSNM6tX7+eqVOnbn3f19fH+vXrezij3ZsBW5IkaZyrqhfVkvRgJmODAVuSJGmc6+vrY+3atVvfr1u3jkMOOaSHM9q97fIBO8m8JPclWZ3k7F7PR5K0ffZtaffz2te+llWrVvHggw/y85//nKuuuoqTTjqp19Pabe3SATvJBOALwInAEcCCJEf0dlaSdsSCBQt4/etfz3333UdfXx+XXHJJr6ekUWDflnZPEydO5POf/zxz587l8MMP553vfCdHHnlkr6e125rY6wkM4hhgdVU9AJDkKuBkwL8bI+3irrzyyl5PQb1h35Z2U/Pnz2f+/Pm9nsaYsKsH7EOBtV3v1wGv23ajJIuARc3bf0ty3yjMbSw4EHi015MYbflsr2cw7ozL37Mh+uVeT6AFg/Zte/awjLt/T/bsUTfufseGqd++vasH7P4eX33RY65VdRFw0chPZ2xJsqKqZvd6Hhrb/D0bdwbt2/bsofPfk0aav2Pt2KXvwaZz5mNq1/s+4KEezUWSNDj7tqRxb1cP2LcDM5NMT7IHcBqwrMdzkiQNzL4tadzbpW8RqarNST4AXA9MAC6tqnt6PK2xxEu0Gg3+no0j9u0R578njTR/x1qQ/r65R5IkSdLQ7Oq3iEiSJEm7FQO2JEmS1CID9jiRpC/JtUlWJbk/yf9KskeS45M8meSOJD9Kck6v56qxrfmd+3qz/O4kn+/1nKRdjT1buwp79tAYsMeBJAG+CvxdVc0EDgNeBpzbbPKPVfVqYDbw20mO7s1MJUn2bGn3Z8AeH94A/KyqLgOoqueADwNnAHtv2aiq/h1YCbyiF5PU7inJtOZM2sVJ7klyQ5KXJPlOktnNNgcmWdPjqUq7C3u2Row9e3QYsMeHI+k04a2q6ingJ8CMLbUkBwBzAP+klnbWTOALVXUk8ATwX3s8H2l3Zs/WSLNnj7Bd+u9gqzWhn6+Y76ofm+QO4HngPP9mrYbgwaq6s1leCUzr4Vyk3Z09WyPNnj3CDNjjwz1s83+nSfah83XG99O5n+8tvZiYxoxnu5afA14CbOY/rpLtNeozknZf9myNNHv2CPMWkfHhJmDvJKcDJJkAnA8sAZ7p4bw0tq0Btjx89Y4ezkPa3diz1QtrsGe3xoA9DlTn6zrfBpyaZBXwz8DPgD/u6cQ01n0OeH+S7wEH9noy0u7Cnq0esWe3yK9KlyRJklrkGWxJkiSpRQZsSZIkqUUGbEmSJKlFBmxJkiSpRQZsSZIkqUUGbEmSJKlFBmxJkiSpRf8fSF1XI9tEr0AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2011年\n",
    "crime.normal_bar(0,12,4,none_before[0],none_after[0],['OP','null'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2012年\n",
    "crime.normal_bar(1,12,4,none_before[0],none_after[0],['OP','null'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2013年\n",
    "crime.normal_bar(2,12,4,none_before[0],none_after[0],['OP','null'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2016年\n",
    "crime.normal_bar(5,12,4,none_before[0],none_after[0],['OP','null'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 案件持续时间\n",
    "使用__Closed Time - Create Time__得到"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查找缺失值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011 : 6\n",
      "2012 : 18\n",
      "2013 : 1\n",
      "2014 : 0\n",
      "2015 : 0\n",
      "2016 : 0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[6, 18, 1, 0, 0, 0]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.select_col('Closed Time')\n",
    "crime.count_none('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "index11,row11 = crime.get_row_index(0, '')\n",
    "index12,row12 = crime.get_row_index(1, '')\n",
    "index13,row13 = crime.get_row_index(2, '')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "close time存在缺失值，可能是未结案或未录入时间。  \n",
    "处理方式： 删除这些记录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011 : 0\n",
      "2012 : 0\n",
      "2013 : 0\n",
      "2014 : 0\n",
      "2015 : 0\n",
      "2016 : 0\n"
     ]
    }
   ],
   "source": [
    "crime.delete_row(0,index11)\n",
    "crime.delete_row(1,index12)\n",
    "crime.delete_row(2,index13)\n",
    "none_after = crime.count_none()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__构造案件持续时间列：__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency</th>\n",
       "      <th>Create Time</th>\n",
       "      <th>Location</th>\n",
       "      <th>Area Id</th>\n",
       "      <th>Beat</th>\n",
       "      <th>Priority</th>\n",
       "      <th>Incident Type Id</th>\n",
       "      <th>Incident Type Description</th>\n",
       "      <th>Event Number</th>\n",
       "      <th>Closed Time</th>\n",
       "      <th>duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:00:00.000</td>\n",
       "      <td>ST&amp;SAN PABLO AV</td>\n",
       "      <td>1</td>\n",
       "      <td>06X</td>\n",
       "      <td>1</td>\n",
       "      <td>PDOA</td>\n",
       "      <td>POSSIBLE DEAD PERSON</td>\n",
       "      <td>LOP110101000001</td>\n",
       "      <td>2011-01-01T00:28:17.000</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:01:11.000</td>\n",
       "      <td>ST&amp;HANNAH ST</td>\n",
       "      <td>1</td>\n",
       "      <td>07X</td>\n",
       "      <td>1</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000002</td>\n",
       "      <td>2011-01-01T01:12:56.000</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:01:25.000</td>\n",
       "      <td>ST&amp;MARKET ST</td>\n",
       "      <td>1</td>\n",
       "      <td>10Y</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000003</td>\n",
       "      <td>2011-01-01T00:07:20.000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:01:35.000</td>\n",
       "      <td>PRENTISS ST</td>\n",
       "      <td>2</td>\n",
       "      <td>21Y</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000005</td>\n",
       "      <td>2011-01-01T00:02:28.000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-01-01T00:02:10.000</td>\n",
       "      <td>AV&amp;FOOTHILL BLVD</td>\n",
       "      <td>2</td>\n",
       "      <td>20X</td>\n",
       "      <td>1</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP110101000004</td>\n",
       "      <td>2011-01-01T00:50:04.000</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180004</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:51:14.000</td>\n",
       "      <td>WB REDWOOD RD&amp;REDWOOD RD</td>\n",
       "      <td>1</td>\n",
       "      <td>22Y</td>\n",
       "      <td>2</td>\n",
       "      <td>SECCK</td>\n",
       "      <td>SECURITY CHECK</td>\n",
       "      <td>LOP111231001011</td>\n",
       "      <td>2012-01-01T00:44:22.000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180005</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:52:15.000</td>\n",
       "      <td>WB 26TH AV</td>\n",
       "      <td>2</td>\n",
       "      <td>21X</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP111231001014</td>\n",
       "      <td>2012-01-01T01:40:10.000</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180006</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:53:59.000</td>\n",
       "      <td>WERNER 40TH STREET WY</td>\n",
       "      <td>1</td>\n",
       "      <td>09X</td>\n",
       "      <td>1</td>\n",
       "      <td>PDOA</td>\n",
       "      <td>POSSIBLE DEAD PERSON</td>\n",
       "      <td>LOP111231001015</td>\n",
       "      <td>2012-01-01T02:30:22.000</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180007</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:55:52.000</td>\n",
       "      <td>WOOD AV&amp;KEMPTON AV</td>\n",
       "      <td>1</td>\n",
       "      <td>08X</td>\n",
       "      <td>1</td>\n",
       "      <td>918</td>\n",
       "      <td>PERSON SCREAMING</td>\n",
       "      <td>LOP111231001016</td>\n",
       "      <td>2012-01-01T00:25:03.000</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180008</th>\n",
       "      <td>OP</td>\n",
       "      <td>2011-12-31T23:58:08.000</td>\n",
       "      <td>WOODSON B ST</td>\n",
       "      <td>2</td>\n",
       "      <td>33X</td>\n",
       "      <td>2</td>\n",
       "      <td>415GS</td>\n",
       "      <td>415 GUNSHOTS</td>\n",
       "      <td>LOP111231001017</td>\n",
       "      <td>2012-01-01T02:59:48.000</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>180009 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Agency              Create Time                  Location Area Id Beat  \\\n",
       "0          OP  2011-01-01T00:00:00.000           ST&SAN PABLO AV       1  06X   \n",
       "1          OP  2011-01-01T00:01:11.000             ST&HANNAH ST        1  07X   \n",
       "2          OP  2011-01-01T00:01:25.000             ST&MARKET ST        1  10Y   \n",
       "3          OP  2011-01-01T00:01:35.000              PRENTISS ST        2  21Y   \n",
       "4          OP  2011-01-01T00:02:10.000         AV&FOOTHILL BLVD        2  20X   \n",
       "...       ...                      ...                       ...     ...  ...   \n",
       "180004     OP  2011-12-31T23:51:14.000  WB REDWOOD RD&REDWOOD RD       1  22Y   \n",
       "180005     OP  2011-12-31T23:52:15.000               WB 26TH AV        2  21X   \n",
       "180006     OP  2011-12-31T23:53:59.000     WERNER 40TH STREET WY       1  09X   \n",
       "180007     OP  2011-12-31T23:55:52.000       WOOD AV&KEMPTON AV        1  08X   \n",
       "180008     OP  2011-12-31T23:58:08.000             WOODSON B ST        2  33X   \n",
       "\n",
       "       Priority Incident Type Id Incident Type Description     Event Number  \\\n",
       "0             1             PDOA      POSSIBLE DEAD PERSON  LOP110101000001   \n",
       "1             1            415GS              415 GUNSHOTS  LOP110101000002   \n",
       "2             2            415GS              415 GUNSHOTS  LOP110101000003   \n",
       "3             2            415GS              415 GUNSHOTS  LOP110101000005   \n",
       "4             1            415GS              415 GUNSHOTS  LOP110101000004   \n",
       "...         ...              ...                       ...              ...   \n",
       "180004        2            SECCK            SECURITY CHECK  LOP111231001011   \n",
       "180005        2            415GS              415 GUNSHOTS  LOP111231001014   \n",
       "180006        1             PDOA      POSSIBLE DEAD PERSON  LOP111231001015   \n",
       "180007        1              918          PERSON SCREAMING  LOP111231001016   \n",
       "180008        2            415GS              415 GUNSHOTS  LOP111231001017   \n",
       "\n",
       "                    Closed Time  duration  \n",
       "0       2011-01-01T00:28:17.000        28  \n",
       "1       2011-01-01T01:12:56.000        71  \n",
       "2       2011-01-01T00:07:20.000         5  \n",
       "3       2011-01-01T00:02:28.000         0  \n",
       "4       2011-01-01T00:50:04.000        47  \n",
       "...                         ...       ...  \n",
       "180004  2012-01-01T00:44:22.000        53  \n",
       "180005  2012-01-01T01:40:10.000       107  \n",
       "180006  2012-01-01T02:30:22.000       156  \n",
       "180007  2012-01-01T00:25:03.000        29  \n",
       "180008  2012-01-01T02:59:48.000       181  \n",
       "\n",
       "[180009 rows x 11 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.generate_new_col('Create Time','Closed Time',crime_process.time_interval)\n",
    "crime.data[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "五数概括："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year 2011\n",
      "Min: 0,Q1: 20.0,Q2: 56.0,Q3: 128.0,Max: 1439\n",
      "Year 2012\n",
      "Min: 0,Q1: 23.0,Q2: 64.0,Q3: 148.0,Max: 1439\n",
      "Year 2013\n",
      "Min: 0,Q1: 25.0,Q2: 72.0,Q3: 169.0,Max: 1439\n",
      "Year 2014\n",
      "Min: 0,Q1: 24.0,Q2: 71.0,Q3: 172.0,Max: 1439\n",
      "Year 2015\n",
      "Min: 0,Q1: 21.0,Q2: 66.0,Q3: 161.0,Max: 1439\n",
      "Year 2016\n",
      "Min: 0,Q1: 22.0,Q2: 70.0,Q3: 173.0,Max: 1439\n"
     ]
    }
   ],
   "source": [
    "crime.select_col('duration')\n",
    "crime.five_number()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "盒图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ebfr4VUn+rbvfvtbt7OQ5KrP3xXz0ijd8B4AhHMEEYKN5RZL7VNWHq+pV01HEi5Kkqn6xqt5WVe+sqsuq6jlV9dtVdV5VnVlV26b17lNV76mqc6rqA1X1gJVPMm3rL6ePT6yq11TVf1TVp6rqsGVjecw0ludX1ZZpTB+qqguq6lenxz+uqs6oqpOTXFhVr1xxFPYlVfWCqtqtqt5XVedW1YVVdegOvgY/m+Q9a/ycT1wad1V9uqpeuux5HpAkPfup8r8m2eVgBoC1EJgAbDTHJPlkdz+ku39nlfsPSHJkkkckeXmSb3b3Q5P8Z5JnTOscn+S53f2wJC9M8tpdeN59kvxYZvH1imVj+cA0llcnOTrJV7v74UkenuRXqure07qPSHJcdz8wyalJfn7Ztn8uyZuT/F+Sp3X3gUken+RPp6OK15u2d1V3f2uNn/NKX5qe53XT12DJ2UkeswtfDwBYs63zHgAArNEZ3X11kqur6qtJ3jktvzDJg6pqtySPSvLmZe12u13Y7tu6+7okH6mqvXewzpOn51g6wrl7kvsl+XaSD3b3ZUnS3edV1V2rat8kd8ksGD9bVbdN8sdV9dgk1yW5e5K9k3xh2XPsk+SLa/mcdzDWt0x/n5PkZ5YtvzLJvjt4DADcLAITgEWz/MjedctuX5fZ/2u3SfKV7n7Izdhu7WCdyuzI6Hu/Z+HsdzW/sWLd05IcluRumR3RTJKjMgvOh3X3d6rq00luv+Jx/7vKsp19zqtZWufaFevcfnoOABjOKbIAbDRXJ/mBm/rg7v5aksuq6unJ7MI2VfXgQWN5b5Jfn45EpqruX1V33MFjT01yeGaRuXQV3N2TXDnF5eOT3GuVx308yfabON5dcf8kF63j9gHYxAQmABtKd/9Pkn+vqoumq6neFEclObqqzk9ycZIdXUxnZy5Ick1VnV9Vz0/y+iQfSXLudOGhv84OjiB298WZxennu/uKafFJSQ6qqrOnMX50lcd9I8knq+q+N3HMO/P4JO9ep20DsMl5mxIA2GCq6mmZnUb7+4O3u3eSk7v7iSO3CwBL/A4mAGww3f3WqrrzOmz6nklesA7bBYAkjmACAAAwiN/BBAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIb4f7w8dJ60wD00AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "290.0\n"
     ]
    }
   ],
   "source": [
    "# 2011年\n",
    "crime.box(0,16,4,'time interval(min)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "335.5\n"
     ]
    }
   ],
   "source": [
    "# 2012年\n",
    "crime.box(1,16,4,'time interval(min)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5gAAAEGCAYAAAAAOzqnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAARU0lEQVR4nO3deZBlZ13H4e+PDIsQTTKEJRBgIgQRk7AFRBAqLELUVCIaNJAS1JS4ACKCkogli0tBoaKUQpkiGLQCESI7ClKIBS4BskAmYQ2EJRgMmLArEPLzj3samk43Mz15u29f+nmqpqbvueee+3a/dWbu557T51Z3BwAAAK6vG8x7AAAAAHx3EJgAAAAMITABAAAYQmACAAAwhMAEAABgiB0bsdGDDz64d+3atRGbBgAAYI7OP//8z3b3LVa7b0MCc9euXTnvvPM2YtMAAADMUVV9fK37nCILAADAEAITAACAIQQmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCEwAAACGEJgAAAAMITABAAAYQmACAAAwhMAEAABgCIEJAADAEAITAACAIQQmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCEwAAACGEJgAAAAMITABAAAYQmACAAAwhMAEAABgCIEJAADAEAITAACAIQQmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCEwAAACGEJgAAAAMITABAAAYQmACAAAwhMAEAABgCIEJAADAEAITAACAIQQmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCMx12LlzZ6pqU/7kmQds2nNt5p+dO3fOexoBAIANsmPeA1gkV199dbp7c57smQds3nNtoqqa9xAAAIAN4ggmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYIhtGZg+KgM2ln0MAGB72paBCQAAwHgCEwAAgCEEJgAAAEMITAAAAIbYsacVquolSY5LcmV3H7HxQwIW2dIFflzoBwDg+jnyyCNz0UUXzXsY67I3RzDPTHLsBo8D+C4gKgEAxtm9e3eOOuqoeQ9jXfYYmN399iRXbcJYAAAAtr3lb9rv3r17jiNZvz2eIru3qupxSR6XJLe//e1HbXbDONIyP372AACwtu6e9xD22bDA7O7Tk5yeJEcfffSW/4nsy6QJozEWeYfhO7OPAABcf1W1sK+ZXUUWAABgC1kel0ceeeQcR7J+AhMYZlHfaQMA2IoW8Sqye/MxJS9PckySg6vq8iTP6O4zNnpgwGLq7oU+rQMAgH23x8Ds7kdtxkAAAABYbE6RBQAAYAiBCQAAwBACEwAAgCG2ZWC6+AhsLPsYAMD2tC0DEwAAgPEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADDEjnkPYNFU1aY8Tz/j+zbtuTbTQQcdNO8hAAAAG0RgrsNmf7ZfP3NTnw4AAOB6cYosAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCEwAAACGEJgAAAAMITABAAAYQmACAAAwhMAEAABgCIEJAADAEAITAACAIQQmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCEwAAACGEJgAAAAMITABAAAYQmACAAAwhMAEAABgCIEJAADAEAITAACAIQQmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCEwAAACGEJgAAAAMITABAAAYQmACAAAwhMAEAABgCIEJAADAEAITAACAIQQmAAAAQwhMAAAAhhCYAAAADCEwAQAAGEJgAgAAMITABAAAYAiBCQAAwBACEwAAgCEEJgAAAEMITAAAAIYQmAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQAhMAAIAhBCYAAABDCEwAAACGEJgAAAAMUd09fqNVn0ny8eEbHufgJJ+d9yC4Xszh4jOHi88cLjbzt/jM4eIzh4tvu87hHbr7FqvdsSGBudVV1XndffS8x8G+M4eLzxwuPnO42Mzf4jOHi88cLj5zeF1OkQUAAGAIgQkAAMAQ2zUwT5/3ALjezOHiM4eLzxwuNvO3+Mzh4jOHi88crrAtfwcTAACA8bbrEUwAAAAGE5gAAAAMse0Cs6qOraoPVtWlVXXqvMfDdVXV7arqbVX1/qq6pKqeNC3fWVVvqaoPT38fNC2vqnrBNKcXVdU95/sdsKSq9quqC6vqDdPtw6rqndMc/n1V3WhafuPp9qXT/bvmOW5mqurAqjqnqj4w7Y8/Yj9cLFX15Onf0Yur6uVVdRP74dZWVS+pqiur6uJly9a931XVY6f1P1xVj53H97IdrTF/z5v+Hb2oql5dVQcuu++0af4+WFUPX7bc69U5WW0Ol9331Krqqjp4um0fXMW2Csyq2i/JXyX58SR3TfKoqrrrfEfFKq5J8pTu/sEk903y+GmeTk3y1u4+PMlbp9vJbD4Pn/48LsmLNn/IrOFJSd6/7PZzkzx/msOrk5wyLT8lydXdfackz5/WY/7+IsmbuvsuSe6W2VzaDxdEVd02yW8kObq7j0iyX5KTYj/c6s5McuyKZeva76pqZ5JnJPnhJPdJ8oylKGXDnZnrzt9bkhzR3Ucl+VCS05Jkem1zUpIfmh7zwumNWa9X5+vMXHcOU1W3S/JjST6xbLF9cBXbKjAzm+BLu/uj3f21JGcnOWHOY2KF7r6iuy+Yvv5iZi9qb5vZXL10Wu2lSX5q+vqEJH/bM+cmObCqDtnkYbNCVR2a5CeTvHi6XUkenOScaZWVc7g0t+ckeci0PnNSVd+X5IFJzkiS7v5ad38u9sNFsyPJ91TVjiQ3TXJF7IdbWne/PclVKxavd797eJK3dPdV3X11ZoFznRfMjLfa/HX3P3f3NdPNc5McOn19QpKzu/ur3X1Zkksze63q9eocrbEPJrM33n4nyfIrpNoHV7HdAvO2ST657Pbl0zK2qOkUrXskeWeSW3X3FcksQpPcclrNvG5Nf57ZP8TXTrdvnuRzy/6TXT5P35zD6f7PT+szP9+f5DNJ/mY6zfnFVXWz2A8XRnd/KsmfZPZu+xWZ7Vfnx364iNa739kft65fSvJP09fmb0FU1fFJPtXd711xlzlcxXYLzNXeifU5LVtUVe2f5B+S/GZ3f+E7rbrKMvM6R1V1XJIru/v85YtXWbX34j7mY0eSeyZ5UXffI8mX863T8lZjDreY6XSsE5IcluQ2SW6W2elcK9kPF9dac2Yut6CqenpmvwZ01tKiVVYzf1tMVd00ydOT/P5qd6+ybNvP4XYLzMuT3G7Z7UOT/NecxsJ3UFU3zCwuz+ruV02L/3vplLvp7yun5eZ167l/kuOr6mOZndrz4MyOaB44naqXfPs8fXMOp/sPyOqnp7B5Lk9yeXe/c7p9TmbBaT9cHA9Ncll3f6a7v57kVUnuF/vhIlrvfmd/3GKmi7wcl+Tk/taH0Ju/xXDHzN6oe+/0uubQJBdU1a1jDle13QLz3UkOn66gd6PMfrH6dXMeEytMv/NzRpL3d/efLbvrdUmWrsL12CSvXbb8MdOVvO6b5PNLpxIxH919Wncf2t27MtvP/qW7T07ytiQnTqutnMOluT1xWn/bvNO3FXX3p5N8sqp+YFr0kCTvi/1wkXwiyX2r6qbTv6tLc2g/XDzr3e/enORhVXXQdCT7YdMy5qCqjk3ytCTHd/dXlt31uiQn1ewKzodldqGYd8Xr1S2lu3d39y27e9f0uubyJPec/p+0D65ix55X+e7R3ddU1RMym+D9krykuy+Z87C4rvsn+fkku6vqPdOy303ynCSvqKpTMnvh9Mjpvn9M8hOZ/XL8V5L84uYOl3V4WpKzq+oPk1yY6QIy099/V1WXZnbE5KQ5jY9v98QkZ00vcD6a2b51g9gPF0J3v7OqzklyQWan5V2Y5PQkb4z9cMuqqpcnOSbJwVV1eWZXolzX/3/dfVVV/UFmoZIkz+5uR6M3wRrzd1qSGyd5y3TdrHO7+1e7+5KqekVmb/xck+Tx3f2NaTter87JanPY3Wessbp9cBXlzUkAAABG2G6nyAIAALBBBCYAAABDCEwAAACGEJgAAAAMITABAAAYQmACsKVU1YFV9evLbt9m+riN0c9zfFWduod1dlXVo0c/9xrP9aVlXx9SVW9Y5+OfXVUP3cM6x1XVs/Z1jACwJz6mBIAtpap2JXlDdx8x56Gkqo5J8tTuPm4dj9lv6bPs1vlcX+ru/aevn5fk37r7tevdzh6eozL7XMz7r/jAdwAYwhFMALaa5yS5Y1W9p6qeNx1FvDhJquoXquo1VfX6qrqsqp5QVb9VVRdW1blVtXNa745V9aaqOr+q3lFVd1n5JNO2/nL6+syqekFV/UdVfbSqTlw2lgdMY3lyVe03jendVXVRVf3K9PhjquptVfWyJLur6rkrjsI+s6qeUlX7V9Vbq+qCqtpdVSes8TP4mSRvWuf3fObSuKvqY1X1rGXPc5ck6dm7yv+aZK+DGQDWQ2ACsNWcmuQj3X337v7tVe4/Ismjk9wnyR8l+Up33yPJfyZ5zLTO6Ume2N33SvLUJC/ci+c9JMmPZhZfz1k2lndMY3l+klOSfL67753k3kl+uaoOm9a9T5Knd/ddk5yd5OeWbftnk7wyyf8leUR33zPJg5L86XRU8Zum7V3d3V9d5/e80men53nR9DNYcl6SB+zFzwMA1m3HvAcAAOv0tu7+YpIvVtXnk7x+Wr47yVFVtX+S+yV55bJ2u/FebPc13X1tkvdV1a3WWOdh03MsHeE8IMnhSb6W5F3dfVmSdPeFVXXLqrpNkltkFoyfqKobJvnjqnpgkmuT3DbJrZJ8etlzHJLkM+v5ntcY66umv89P8tPLll+Z5DZrPAYArheBCcCiWX5k79plt6/N7P+1GyT5XHff/Xpst9ZYpzI7Mvrmb1s4+13NL69Y95wkJya5dWZHNJPk5MyC817d/fWq+liSm6x43P+usmxP3/Nqltb5xop1bjI9BwAM5xRZALaaLyb53n19cHd/IcllVfXIZHZhm6q626CxvDnJr01HIlNVd66qm63x2LOTnJRZZC5dBfeAJFdOcfmgJHdY5XEfSrJrH8e7N+6c5OIN3D4A25jABGBL6e7/SfLvVXXxdDXVfXFyklOq6r1JLkmy1sV09uSiJNdU1Xur6slJXpzkfUkumC489NdZ4whid1+SWZx+qruvmBafleToqjpvGuMHVnncl5N8pKrutI9j3pMHJXnjBm0bgG3Ox5QAwBZTVY/I7DTa3xu83VsleVl3P2TkdgFgid/BBIAtprtfXVU334BN3z7JUzZguwCQxBFMAAAABvE7mAAAAAwhMAEAABhCYAIAADCEwAQAAGAIgQkAAMAQ/w/+vm7g5RPbowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "385.0\n"
     ]
    }
   ],
   "source": [
    "# 2013年\n",
    "crime.box(2,16,4,'time interval(min)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "394.0\n"
     ]
    }
   ],
   "source": [
    "# 2014年\n",
    "crime.box(3,16,4,'time interval(min)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "371.0\n"
     ]
    }
   ],
   "source": [
    "# 2015年\n",
    "crime.box(4,16,4,'time interval(min)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "399.5\n"
     ]
    }
   ],
   "source": [
    "# 2016年\n",
    "crime.box(5,16,4,'time interval(min)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "直方图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2011年\n",
    "crime.normal_hist(0,16,4,'time interval(min)','quantity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2012年\n",
    "crime.normal_hist(1,16,4,'time interval(min)','quantity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2013年\n",
    "crime.normal_hist(2,16,4,'time interval(min)','quantity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w34j6JUmSJEnS0Ew3/B4AHFVVjwIk+R3gz6rql0fVMUmSJEmShmVasz0DPwg83rf+ODB/6L2RJEmSJGkEpnvl9xPAV5J8lt73fd8MrBpZryRJkiRJGqJphd+q+lCSq4CfaqWzqurG0XVLkiRJkqThme6VX6rqBuCGEfZFkiRJkqSRmO53fiVJkiRJGluGX0mSJElS5xl+JUmSJEmdZ/iVJEmSJHWe4VeSJEmS1HmGX0mSJElS5xl+JUmSJEmdZ/iVJEmSJHXenJnugMbP0pXrhnq85WceM9TjSZIkSdLmvPIrSZIkSeo8w68kSZIkqfMMv5IkSZKkzjP8SpIkSZI6b2ThN8mhSa5JckeS25K8s9X3T7I2yZ3teb9WT5ILk2xIcnOSo/qOtaS1vzPJkr760UluaftcmCSjej+SJEmSpPE1yiu/TwDvrqqXA8cDZyc5HDgHuLqqFgBXt3WAk4EF7bEMuAh6YRk4DzgOOBY4bzIwtzbL+vZbNML3I0mSJEkaUyMLv1X1QFXd0JYfBe4ADgEWA6tas1XAm9ryYuCS6rkW2DfJwcBJwNqq2lRVDwFrgUVt2z5V9eWqKuCSvmNJkiRJkvSUXfKd3yTzgSOB64CDquoB6AVk4MDW7BDgvr7dJlpta/WJAXVJkiRJkp5h5OE3yfOBPwd+raq+vbWmA2q1A/VBfViWZH2S9Rs3btxWlyVJkiRJHTPS8Jvk2fSC7yer6jOt/K12yzLt+cFWnwAO7dt9HnD/NurzBtS3UFUXV9XCqlo4d+7cnXtTkiRJkqSxM8rZngMsB+6oqj/o27QamJyxeQlwRV/9jDbr8/HAI+226DXAiUn2axNdnQisadseTXJ8e60z+o4lSZIkSdJT5ozw2K8CfhG4JclNrfabwPnAZUmWAvcCp7VtVwJvADYAjwFnAVTVpiQfANa1du+vqk1t+W3ASmBv4Kr2kCRJkiTpGUYWfqvqbxn8vVyAEwa0L+DsKY61AlgxoL4eOGInuilJkiRJ2g3sktmeJUmSJEmaSYZfSZIkSVLnGX4lSZIkSZ1n+JUkSZIkdZ7hV5IkSZLUeYZfSZIkSVLnGX4lSZIkSZ1n+JUkSZIkdZ7hV5IkSZLUeYZfSZIkSVLnGX4lSZIkSZ03Z6Y7IC1duW6ox1t+5jFDPZ4kSZKk8eeVX0mSJElS5xl+JUmSJEmdZ/iVJEmSJHWe4VeSJEmS1HmGX0mSJElS5xl+JUmSJEmdZ/iVJEmSJHWe4VeSJEmS1HmGX0mSJElS5xl+JUmSJEmdZ/iVJEmSJHWe4VeSJEmS1HmGX0mSJElS5xl+JUmSJEmdN2dUB06yAjgFeLCqjmi1/YFPA/OBe4Cfq6qHkgT4CPAG4DHgzKq6oe2zBPjtdtgPVtWqVj8aWAnsDVwJvLOqalTvR+Nj6cp1Qz/m8jOPGfoxJUmSJO06o7zyuxJYtFntHODqqloAXN3WAU4GFrTHMuAieCosnwccBxwLnJdkv7bPRa3t5H6bv5YkSZIkScAIw29VfQnYtFl5MbCqLa8C3tRXv6R6rgX2TXIwcBKwtqo2VdVDwFpgUdu2T1V9uV3tvaTvWJIkSZIkPcOu/s7vQVX1AEB7PrDVDwHu62s30Wpbq08MqA+UZFmS9UnWb9y4caffhCRJkiRpvMyWCa8yoFY7UB+oqi6uqoVVtXDu3Lk72EVJkiRJ0rja1eH3W+2WZdrzg60+ARza124ecP826vMG1CVJkiRJ2sKuDr+rgSVteQlwRV/9jPQcDzzSboteA5yYZL820dWJwJq27dEkx7eZos/oO5YkSZIkSc8wyp86+lPg1cABSSbozdp8PnBZkqXAvcBprfmV9H7maAO9nzo6C6CqNiX5ADD52zXvr6rJSbTextM/dXRVe0iSJEmStIWRhd+qessUm04Y0LaAs6c4zgpgxYD6euCInemjJEmSJGn3MFsmvJIkSZIkaWRGduVX6pKlK9dtu9F2WH7mMUM9niRJkqSt88qvJEmSJKnzDL+SJEmSpM4z/EqSJEmSOs/wK0mSJEnqPMOvJEmSJKnznO1ZmgHOHi1JkiTtWl75lSRJkiR1nuFXkiRJktR5hl9JkiRJUucZfiVJkiRJneeEV1IHOIGWJEmStHVe+ZUkSZIkdZ7hV5IkSZLUed72LGkLw76NGryVWpIkSTPLK7+SJEmSpM7zyq+kXcJJuSRJkjSTvPIrSZIkSeo8r/xKGkteSZYkSdL28MqvJEmSJKnzvPIrSTjDtSRJUtcZfiVpRLw1W5IkafYw/ErSmDBMS5Ik7TjDryTtpkZxq/ewGdAlSdKwjH34TbII+AiwB/Cxqjp/hrskSRqScQjow2bglyRpNMY6/CbZA/go8HpgAliXZHVV3T6zPZMkacfsjoFfO88/mkjSto11+AWOBTZU1V0ASS4FFgOGX0mStNvwjyaSdpVx/mPbuIffQ4D7+tYngOM2b5RkGbCsrX4nydd3Qd921AHAP810J7RTHMPx5xiOP8dwvDl+488xHH+O4fgbyRiuOGvYRxy6H5pqw7iH3wyo1RaFqouBi0ffnZ2XZH1VLZzpfmjHOYbjzzEcf47heHP8xp9jOP4cw/HnGG7pWTPdgZ00ARzatz4PuH+G+iJJkiRJmqXGPfyuAxYkOSzJnsDpwOoZ7pMkSZIkaZYZ69ueq+qJJG8H1tD7qaMVVXXbDHdrZ43F7dnaKsdw/DmG488xHG+O3/hzDMefYzj+HMPNpGqLr8hKkiRJktQp437bsyRJkiRJ22T4lSRJkiR1nuF3FkmyKMnXk2xIcs5M90dbSnJokmuS3JHktiTvbPX9k6xNcmd73q/Vk+TCNqY3JzlqZt+BJiXZI8mNST7X1g9Lcl0bw0+3SfRI8py2vqFtnz+T/VZPkn2TXJ7ka+18/AnPw/GS5F3tv6O3JvnTJHt5Hs5uSVYkeTDJrX217T7vkixp7e9MsmQm3svuaIrx+73239Gbk3w2yb59285t4/f1JCf11f28OkMGjWHftvckqSQHtHXPwQEMv7NEkj2AjwInA4cDb0ly+Mz2SgM8Aby7ql4OHA+c3cbpHODqqloAXN3WoTeeC9pjGXDRru+ypvBO4I6+9Q8DF7QxfAhY2upLgYeq6mXABa2dZt5HgM9X1Y8Cr6A3lp6HYyLJIcB/ARZW1RH0Jq08Hc/D2W4lsGiz2nadd0n2B84DjgOOBc6bDMwauZVsOX5rgSOq6seBvwfOBWifbU4Hfqzt8yftj8Z+Xp1ZK9lyDElyKPB64N6+sufgAIbf2eNYYENV3VVVjwOXAotnuE/aTFU9UFU3tOVH6X3gPoTeWK1qzVYBb2rLi4FLqudaYN8kB+/ibmszSeYBPwN8rK0HeC1weWuy+RhOju3lwAmtvWZIkn2AnwaWA1TV41X1MJ6H42YOsHeSOcBzgQfwPJzVqupLwKbNytt73p0ErK2qTVX1EL3wtcWHeQ3foPGrqr+uqifa6rXAvLa8GLi0qr5XVXcDG+h9VvXz6gya4hyE3h8FfwPon8nYc3AAw+/scQhwX9/6RKtplmq33R0JXAccVFUPQC8gAwe2Zo7r7PSH9P4n8f22/iLg4b4PAP3j9NQYtu2PtPaaOS8BNgIfb7eufyzJ8/A8HBtV9U3gf9K7SvEAvfPqejwPx9H2nneej7PXLwFXtWXHb0wkeSPwzar66mabHMMBDL+zx6C/YPs7VLNUkucDfw78WlV9e2tNB9Qc1xmU5BTgwaq6vr88oGlNY5tmxhzgKOCiqjoS+C5P32o5iGM4y7Rb7BYDhwEvBp5H7xa9zXkejq+pxsyxnIWS/Ba9r3Z9crI0oJnjN8skeS7wW8B/G7R5QG23H0PD7+wxARzatz4PuH+G+qKtSPJsesH3k1X1mVb+1uRtlO35wVZ3XGefVwFvTHIPvdu1XkvvSvC+7fZLeOY4PTWGbfsLGXzLkXadCWCiqq5r65fTC8Oeh+PjdcDdVbWxqv4N+Azwk3gejqPtPe88H2eZNuHRKcBbq2oyBDl+4+Gl9P6I+NX2uWYecEOSH8AxHMjwO3usAxa0mS73pDfJwOoZ7pM2075jthy4o6r+oG/TamBytrwlwBV99TPajHvHA49M3h6mmVFV51bVvKqaT+88+0JVvRW4Bji1Ndt8DCfH9tTWfrf5C+lsVFX/CNyX5Eda6QTgdjwPx8m9wPFJntv+uzo5hp6H42d7z7s1wIlJ9mt3AJzYapoBSRYB7wXeWFWP9W1aDZye3kzrh9GbNOkr+Hl1VqmqW6rqwKqa3z7XTABHtf9Peg4OMGfbTbQrVNUTSd5O71++PYAVVXXbDHdLW3oV8IvALUluarXfBM4HLkuylN6HutPatiuBN9CbKOIx4Kxd211th/cClyb5IHAjbTKl9vyJJBvoXWk6fYb6p2d6B/DJ9uHrLnrn1rPwPBwLVXVdksuBG+jdankjcDHwV3gezlpJ/hR4NXBAkgl6M8Zu1///qmpTkg/QC1EA768qr+LvAlOM37nAc4C1bQ65a6vqP1fVbUkuo/dHqSeAs6vqyXYcP6/OkEFjWFXLp2juOThA/MOpJEmSJKnrvO1ZkiRJktR5hl9JkiRJUucZfiVJkiRJnWf4lSRJkiR1nuFXkiRJktR5hl9JkqYpyb5JfrVv/cXtJ3uG/TpvTHLONtrMT/ILw37tKV7rO33LByf53Hbu//4kr9tGm1OSvG9H+yhJ0rb4U0eSJE1TkvnA56rqiBnuCkleDbynqk7Zjn32mPytzu18re9U1fPb8u8Bf1tVV2zvcbbxGqH3u7+vqqrHhnlsSZLAK7+SJG2P84GXJrkpye+1q6+3AiQ5M8lfJPnLJHcneXuSX09yY5Jrk+zf2r00yeeTXJ/kb5L86OYv0o71x215ZZILk/y/JHclObWvLz/V+vKuJHu0Pq1LcnOSX2n7vzrJNUk+BdyS5MObXb3+nSTvTvL8JFcnuSHJLUkWT/HP4GeBz2/ne1452e8k9yR5X9/r/ChA9f4a/0Vg2mFekqTtYfiVJGn6zgG+UVWvrKr/OmD7EcAvAMcCHwIeq6ojgS8DZ7Q2FwPvqKqjgfcAfzKN1z0Y+Hf0guH5fX35m9aXC4ClwCNVdQxwDPCfkhzW2h4L/FZVHQ5cCvx837F/Dvgz4F+BN1fVUcBrgN9vV2Of0o73UFV9bzvf8+b+qb3ORe2fwaT1wE9N45+HJEnbbc5Md0CSpA65pqoeBR5N8gjwl61+C/DjSZ4P/CTwZ3258jnTOO5fVNX3gduTHDRFmxPba0xeGX4hsAB4HPhKVd0NUFU3JjkwyYuBufTC7L1Jng389yQ/DXwfOAQ4CPjHvtc4GNi4Pe95ir5+pj1fD/yHvvqDwIun2EeSpJ1i+JUkaXj6r4h+v2/9+/T+n/ss4OGqeuVOHDdTtAm9K8prnlHsfTf4u5u1vRw4FfgBeleCAd5KLwwfXVX/luQeYK/N9vuXAbVtvedBJts8uVmbvdprSJI0dN72LEnS9D0KvGBHd66qbwN3JzkNepM8JXnFkPqyBnhbu4JLkh9O8rwp9r0UOJ1eAJ6crfqFwIMt+L4G+KEB+/09MH8H+zsdPwzcOsLjS5J2Y4ZfSZKmqar+Gfi7JLe2WY93xFuBpUm+CtwGTDWx1LbcDDyR5KtJ3gV8DLgduKFNwvW/meLKa1XdRi84f7OqHmjlTwILk6xvffzagP2+C3wjyct2sM/b8hrgr0Z0bEnSbs6fOpIkSdOW5M30bo3+7SEf9yDgU1V1wjCPK0nSJL/zK0mSpq2qPpvkRSM49A8C7x7BcSVJArzyK0mSJEnaDfidX0mSJElS5xl+JUmSJEmdZ/iVJEmSJHWe4VeSJEmS1HmGX0mSJElS5/1/KLps6nJaDJMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2014年\n",
    "crime.normal_hist(3,16,4,'time interval(min)','quantity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2015年\n",
    "crime.normal_hist(4,16,4,'time interval(min)','quantity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2016年\n",
    "crime.normal_hist(5,16,4,'time interval(min)','quantity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#处理2012和2014年中location中的json\n",
    "import re\n",
    "def reformat_file(index):\n",
    "    data = crime.data[index]\n",
    "    ans = []\n",
    "    p = r'^.*address\": \"(.*)\", \"city\"'\n",
    "    for i in data['Location 1']:\n",
    "        if i == '':\n",
    "            ans.append('')\n",
    "        else:\n",
    "            ans.append(re.findall(p,i)[0])\n",
    "    data = data.drop('Location 1',axis=1)\n",
    "    data['Location'] = ans\n",
    "    crime.data[index] = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "reformat_file(1)\n",
    "reformat_file(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime.data[2].rename(columns={'Location ': 'Location'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime.select_col('Location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " INTERNATIONAL BLVD        3866\n",
       " MACARTHUR BLVD            3129\n",
       " AV&INTERNATIONAL BLVD     3067\n",
       " BROADWAY                  2132\n",
       " FOOTHILL BLVD             1791\n",
       "                           ... \n",
       "MYRTLE BANCROFT AV            1\n",
       "56TH SADDLEBROOK DR           1\n",
       "AIRPORT PARK BLVD             1\n",
       "4TH AV&COLISEUM WY            1\n",
       " FLEMING AVE                  1\n",
       "Name: Location, Length: 32500, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location_freq11 = crime.get_fre(0)\n",
    "location_freq12 = crime.get_fre(1)\n",
    "location_freq13 = crime.get_fre(2)\n",
    "location_freq14 = crime.get_fre(3)\n",
    "location_freq15 = crime.get_fre(4)\n",
    "location_freq16 = crime.get_fre(5)\n",
    "location_freq11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12b2ecb38>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_freq11.head(20).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12b01afd0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_freq12.head(20).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1284dbeb8>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_freq13.head(20).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12ae5b080>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_freq14.head(20).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12b0673c8>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_freq15.head(20).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x136a2f0f0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_freq16.head(20).plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知， INTERNATIONAL BLVD，MACARTHUR BLVD，AV&INTERNATIONAL BLVD 等地犯罪率最高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Priority"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2    143311\n",
       "1     36696\n",
       "0         2\n",
       "Name: Priority, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.select_col('Priority')\n",
    "priority_freq11 = crime.get_fre(0)\n",
    "priority_freq12 = crime.get_fre(1)\n",
    "priority_freq13 = crime.get_fre(2)\n",
    "priority_freq14 = crime.get_fre(3)\n",
    "priority_freq15 = crime.get_fre(4)\n",
    "priority_freq16 = crime.get_fre(5)\n",
    "priority_freq11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x136fb7f60>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "priority_freq11.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x137b5cba8>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "priority_freq12.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13010c9e8>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "priority_freq13.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11765a4e0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAD1CAYAAAClSgmzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAASzUlEQVR4nO3db6xdV53e8e9Tu0lhUHBCblJqm7FbrJkx6R8SK/F0pArhjuMAwnlBNI5GY4uJZJWGYVq1GpLOC0tAqqBWTYkEUV3sxkEIT5ROFas4da0AQqMmITeEyR8y1LchTS4J5IJNGoogNf31xVmXnrk+y9f3HnOvib8f6ejs/Vtr7b2OZJ3He+917FQVkiSN8leWewKSpHOXISFJ6jIkJEldhoQkqcuQkCR1GRKSpK6Vyz2Bs+3SSy+tdevWLfc0JOmXymOPPfb9qpqYW3/dhcS6deuYnJxc7mlI0i+VJP9zVN3bTZKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1ve5+TPfLYt0tX1zuKbyuPHf7e5d7CtLrklcSkqQuQ0KS1DVvSCTZn+TlJE+NaPvnSSrJpW0/Se5MMpXkiSRXDvXdleRYe+0aql+V5Mk25s4kafVLkhxt/Y8mufjsfGRJ0pk6kyuJu4Ftc4tJ1gK/DTw/VL4O2NBeu4G7Wt9LgD3ANcDVwJ6hL/27Wt/ZcbPnugV4sKo2AA+2fUnSEpo3JKrqq8DxEU13AH8E1FBtO3BPDTwMrEryVuBa4GhVHa+qE8BRYFtru6iqHqqqAu4Brh861oG2fWCoLklaIot6JpHk/cB3qurP5zStBl4Y2p9utdPVp0fUAS6vqpcA2vtli5mrJGnxFrwENskbgT8Gto5qHlGrRdQXOqfdDG5Z8ba3vW2hwyVJHYu5kvhbwHrgz5M8B6wBvp7krzO4Elg71HcN8OI89TUj6gDfa7ejaO8v9yZUVXuralNVbZqYOOU/VpIkLdKCQ6Kqnqyqy6pqXVWtY/BFf2VVfRc4BOxsq5w2A6+0W0VHgK1JLm4PrLcCR1rbq0k2t1VNO4H726kOAbOroHYN1SVJS+RMlsB+AXgI+LUk00luOk33w8CzwBTw74F/DFBVx4GPA4+218daDeBDwGfbmP8BPNDqtwO/neQYg1VUty/so0mSxjXvM4mqunGe9nVD2wXc3Om3H9g/oj4JXDGi/gNgy3zzkyT94viLa0lSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqWvekEiyP8nLSZ4aqv2rJH+R5Ikk/ynJqqG2W5NMJflWkmuH6ttabSrJLUP19UkeSXIsyZ8kuaDVL2z7U6193dn60JKkM3MmVxJ3A9vm1I4CV1TV3wH+O3ArQJKNwA7gHW3MZ5KsSLIC+DRwHbARuLH1BfgkcEdVbQBOADe1+k3Aiap6O3BH6ydJWkLzhkRVfRU4Pqf2X6vqZNt9GFjTtrcDB6vqp1X1bWAKuLq9pqrq2ap6DTgIbE8S4N3AfW38AeD6oWMdaNv3AVtaf0nSEjkbzyR+H3igba8GXhhqm261Xv0twA+HAme2/peO1dpfaf0lSUtkrJBI8sfASeDzs6UR3WoR9dMda9Q8dieZTDI5MzNz+klLks7YokMiyS7gfcDvVtXsl/c0sHao2xrgxdPUvw+sSrJyTv0vHau1v5k5t71mVdXeqtpUVZsmJiYW+5EkSXMsKiSSbAM+Cry/qn481HQI2NFWJq0HNgBfAx4FNrSVTBcweLh9qIXLl4EPtPG7gPuHjrWrbX8A+NJQGEmSlsDK+Tok+QLwLuDSJNPAHgarmS4EjrZnyQ9X1T+qqqeT3At8k8FtqJur6mftOB8GjgArgP1V9XQ7xUeBg0k+ATwO7Gv1fcDnkkwxuILYcRY+ryRpAeYNiaq6cUR534jabP/bgNtG1A8Dh0fUn2Ww+mlu/SfADfPNT5L0i+MvriVJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpK55QyLJ/iQvJ3lqqHZJkqNJjrX3i1s9Se5MMpXkiSRXDo3Z1fofS7JrqH5VkifbmDuT5HTnkCQtnTO5krgb2DandgvwYFVtAB5s+wDXARvaazdwFwy+8IE9wDXA1cCeoS/9u1rf2XHb5jmHJGmJzBsSVfVV4Pic8nbgQNs+AFw/VL+nBh4GViV5K3AtcLSqjlfVCeAosK21XVRVD1VVAffMOdaoc0iSlshin0lcXlUvAbT3y1p9NfDCUL/pVjtdfXpE/XTnOEWS3Ukmk0zOzMws8iNJkuY62w+uM6JWi6gvSFXtrapNVbVpYmJiocMlSR2LDYnvtVtFtPeXW30aWDvUbw3w4jz1NSPqpzuHJGmJLDYkDgGzK5R2AfcP1Xe2VU6bgVfaraIjwNYkF7cH1luBI63t1SSb26qmnXOONeockqQlsnK+Dkm+ALwLuDTJNINVSrcD9ya5CXgeuKF1Pwy8B5gCfgx8EKCqjif5OPBo6/exqpp9GP4hBiuo3gA80F6c5hySpCUyb0hU1Y2dpi0j+hZwc+c4+4H9I+qTwBUj6j8YdQ5J0tLxF9eSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSusYKiST/NMnTSZ5K8oUkfy3J+iSPJDmW5E+SXND6Xtj2p1r7uqHj3Nrq30py7VB9W6tNJbllnLlKkhZu0SGRZDXwEWBTVV0BrAB2AJ8E7qiqDcAJ4KY25CbgRFW9Hbij9SPJxjbuHcA24DNJViRZAXwauA7YCNzY+kqSlsi4t5tWAm9IshJ4I/AS8G7gvtZ+ALi+bW9v+7T2LUnS6ger6qdV9W1gCri6vaaq6tmqeg042PpKkpbIokOiqr4D/GvgeQbh8ArwGPDDqjrZuk0Dq9v2auCFNvZk6/+W4fqcMb26JGmJjHO76WIGf7NfD/wN4FcY3Bqaq2aHdNoWWh81l91JJpNMzszMzDd1SdIZGud20z8Evl1VM1X1f4A/Bf4+sKrdfgJYA7zYtqeBtQCt/c3A8eH6nDG9+imqam9VbaqqTRMTE2N8JEnSsHFC4nlgc5I3tmcLW4BvAl8GPtD67ALub9uH2j6t/UtVVa2+o61+Wg9sAL4GPApsaKulLmDwcPvQGPOVJC3Qyvm7jFZVjyS5D/g6cBJ4HNgLfBE4mOQTrbavDdkHfC7JFIMriB3tOE8nuZdBwJwEbq6qnwEk+TBwhMHKqf1V9fRi5ytJWrhFhwRAVe0B9swpP8tgZdLcvj8Bbugc5zbgthH1w8DhceYoSVo8f3EtSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1jRUSSVYluS/JXyR5JslvJrkkydEkx9r7xa1vktyZZCrJE0muHDrOrtb/WJJdQ/WrkjzZxtyZJOPMV5K0MONeSXwK+C9V9evA3wWeAW4BHqyqDcCDbR/gOmBDe+0G7gJIcgmwB7gGuBrYMxssrc/uoXHbxpyvJGkBFh0SSS4C/gGwD6CqXquqHwLbgQOt2wHg+ra9HbinBh4GViV5K3AtcLSqjlfVCeAosK21XVRVD1VVAfcMHUuStATGuZL4m8AM8B+SPJ7ks0l+Bbi8ql4CaO+Xtf6rgReGxk+32unq0yPqkqQlMk5IrASuBO6qqncC/5v/f2tplFHPE2oR9VMPnOxOMplkcmZm5vSzliSdsXFCYhqYrqpH2v59DELje+1WEe395aH+a4fGrwFenKe+ZkT9FFW1t6o2VdWmiYmJMT6SJGnYokOiqr4LvJDk11ppC/BN4BAwu0JpF3B/2z4E7GyrnDYDr7TbUUeArUkubg+stwJHWturSTa3VU07h44lSVoCK8cc/wfA55NcADwLfJBB8Nyb5CbgeeCG1vcw8B5gCvhx60tVHU/yceDR1u9jVXW8bX8IuBt4A/BAe0mSlshYIVFV3wA2jWjaMqJvATd3jrMf2D+iPglcMc4cJUmL5y+uJUldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHWN9X9cAyRZAUwC36mq9yVZDxwELgG+DvxeVb2W5ELgHuAq4AfA71TVc+0YtwI3AT8DPlJVR1p9G/ApYAXw2aq6fdz5Sjq9dbd8cbmn8Lry3O3vXe4pjOVsXEn8IfDM0P4ngTuqagNwgsGXP+39RFW9Hbij9SPJRmAH8A5gG/CZJCta+HwauA7YCNzY+kqSlshYIZFkDfBe4LNtP8C7gftalwPA9W17e9untW9p/bcDB6vqp1X1bWAKuLq9pqrq2ap6jcHVyfZx5itJWphxryT+LfBHwP9t+28BflhVJ9v+NLC6ba8GXgBo7a+0/j+vzxnTq0uSlsiiQyLJ+4CXq+qx4fKIrjVP20Lro+ayO8lkksmZmZnTzFqStBDjXEn8FvD+JM8xuBX0bgZXFquSzD4QXwO82LangbUArf3NwPHh+pwxvfopqmpvVW2qqk0TExNjfCRJ0rBFh0RV3VpVa6pqHYMHz1+qqt8Fvgx8oHXbBdzftg+1fVr7l6qqWn1HkgvbyqgNwNeAR4ENSdYnuaCd49Bi5ytJWrixl8CO8FHgYJJPAI8D+1p9H/C5JFMMriB2AFTV00nuBb4JnARurqqfAST5MHCEwRLY/VX19C9gvpKkjrMSElX1FeArbftZBiuT5vb5CXBDZ/xtwG0j6oeBw2djjpKkhfMX15KkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUteiQyLJ2iRfTvJMkqeT/GGrX5LkaJJj7f3iVk+SO5NMJXkiyZVDx9rV+h9LsmuoflWSJ9uYO5NknA8rSVqYca4kTgL/rKp+A9gM3JxkI3AL8GBVbQAebPsA1wEb2ms3cBcMQgXYA1wDXA3smQ2W1mf30LhtY8xXkrRAiw6Jqnqpqr7etl8FngFWA9uBA63bAeD6tr0duKcGHgZWJXkrcC1wtKqOV9UJ4CiwrbVdVFUPVVUB9wwdS5K0BM7KM4kk64B3Ao8Al1fVSzAIEuCy1m018MLQsOlWO119ekRdkrRExg6JJG8C/iPwT6rqf52u64haLaI+ag67k0wmmZyZmZlvypKkMzRWSCT5qwwC4vNV9aet/L12q4j2/nKrTwNrh4avAV6cp75mRP0UVbW3qjZV1aaJiYlxPpIkacg4q5sC7AOeqap/M9R0CJhdobQLuH+ovrOtctoMvNJuRx0Btia5uD2w3gocaW2vJtnczrVz6FiSpCWwcoyxvwX8HvBkkm+02r8AbgfuTXIT8DxwQ2s7DLwHmAJ+DHwQoKqOJ/k48Gjr97GqOt62PwTcDbwBeKC9JElLZNEhUVV/xujnBgBbRvQv4ObOsfYD+0fUJ4ErFjtHSdJ4/MW1JKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUdc6HRJJtSb6VZCrJLcs9H0k6n5zTIZFkBfBp4DpgI3Bjko3LOytJOn+c0yEBXA1MVdWzVfUacBDYvsxzkqTzxsrlnsA8VgMvDO1PA9fM7ZRkN7C77f4oybeWYG7ni0uB7y/3JOaTTy73DLQM/LN5dv3qqOK5HhIZUatTClV7gb2/+Omcf5JMVtWm5Z6HNJd/NpfGuX67aRpYO7S/BnhxmeYiSeedcz0kHgU2JFmf5AJgB3BomeckSeeNc/p2U1WdTPJh4AiwAthfVU8v87TON97G07nKP5tLIFWn3OKXJAk49283SZKWkSEhSeoyJCRJXYaEfi7JryfZkuRNc+rblmtOkpaXISEAknwEuB/4A+CpJMP//Mm/XJ5ZSfNL8sHlnsPrmaubBECSJ4HfrKofJVkH3Ad8rqo+leTxqnrnsk5Q6kjyfFW9bbnn8Xp1Tv9OQktqRVX9CKCqnkvyLuC+JL/K6H8eRVoySZ7oNQGXL+VczjeGhGZ9N8nfq6pvALQrivcB+4G/vbxTk7gcuBY4Mace4L8t/XTOH4aEZu0ETg4XquoksDPJv1ueKUk/95+BN83+JWZYkq8s/XTOHz6TkCR1ubpJktRlSEiSugwJSVKXISFJ6jIkJEld/w/35JwRQbBiTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "priority_freq14.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11784aeb8>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "priority_freq15.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f7436a0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "priority_freq16.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，罪案优先级为2的远高于1，可见主要还是一些小的犯罪居多。优先级为0的所有数据集中只有\"Red Alert Ariplane I\"以及\"OFFICIER NEEDS IMMEDI\"是属于该优先级，应该是涉及到群体的人身威胁，优先级极高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Incident Type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Incident Type Id列为Incident Type Description的缩写，两列含义相同"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime.select_col('Incident Type Description')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ALARM-RINGER            17348\n",
       "911 HANG-UP             12817\n",
       "SECURITY CHECK          11391\n",
       "STOLEN VEHICLE           7180\n",
       "415 UNKNOWN              6624\n",
       "                        ...  \n",
       "OBSTRUCTING JUSTICE-        1\n",
       "LOCKOUT                     1\n",
       "FALSE BOMB REPORT TO        1\n",
       "VEHICLE PARKED ON SI        1\n",
       "THREATEN WITNESS/VIC        1\n",
       "Name: Incident Type Description, Length: 265, dtype: int64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "incidentType_freq11 = crime.get_fre(0)\n",
    "incidentType_freq12 = crime.get_fre(1)\n",
    "incidentType_freq13 = crime.get_fre(2)\n",
    "incidentType_freq14 = crime.get_fre(3)\n",
    "incidentType_freq15 = crime.get_fre(4)\n",
    "incidentType_freq16 = crime.get_fre(5)\n",
    "incidentType_freq11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f74db70>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(32, 8))\n",
    "incidentType_freq11.head(30).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12f704dd8>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(32, 8))\n",
    "incidentType_freq12.head(30).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x136fe4588>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(32, 8))\n",
    "incidentType_freq13.head(30).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x13001af28>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(32, 8))\n",
    "incidentType_freq14.head(30).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x130184748>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Bht/tHcB6tv/Wdv2zhGjU5dIoKw9Jk3SKxJQ0DNjM9tkJZPUdSYsBD+aYAdHQHUkv5mSMAZB0uu1tuoxNZvs/FUtKQm7vnxZx/XgA8A5wiO1eFS2GLJJ6lgayfVRVWqqgTplMsQrLkcDLhLXxSNt/kTQh8IjtkUkFloCkNbrt7SRNYfutqjWVgaQfAFsS2iosA/y4m9EtB+r0u4VQhaUOWUwtamabGm772Xis4n5I0tK2706nrhokrUnoDb9Gai39RtJIBvpcrgBMR8i4vLXJDB+6SNqFHiWdB4sDpKE/xPYKXyNkmS5ge9bEkvqGpOUJ81ofuJ9QUWhEToGbLSQd1Gvc9gFVaelF0+OyC70Wf3EzmxM/JEQ6tXMDcAlQG8clnftkDFlsT9V+TdJ0wDbAzxm7nvWQR1K3np0iv/4uk7c7LQGiwW2KFIIqYJJoQJ6VUG/9WkI/3j2BBwglOnLgF8BwSfcRyq3cRojwej2trPKI5Te+TujraeAx4JzcSgaNhxwd1V37KNfFaZkrku4GZiT09bw9XhtjnMmsRFJxLbUjcHIqIQ19Z0fgZ8BnCRUdWhmIqxHKtWeH7WslzUooKfqQ7XdjmdFdCfuDz6XU10dGAYvZflvSZwg9trJ1XALD4h6v4142p7L7kTskdVo35darFRjbNiVpynApjyCDDlxE6NMKIfCg6Pg5ue18SBNLOZ9MeO5eSujreSbhPj6kx58OSST9HfgzYW/7R+AntkenVVUqM/UKfsss8C2bKjofBUl72z4sHm9i+4LCWJYVEBR6Zq9PcOotQdgfbQjcnFJXP5H0PKEt1SnAfrb/LenZHJ2WMHgck+MjNwdc35B0i+0V4/FZtr9RGL6LjBZM1NMB0o0cDcdjEct+HS3pG+P9x0OPE3qM5bYonlTShLbfL16MpRgnS6SpbM4i9AC5HfgWsBcwMbCB7QdSCusntpeSNDnwBUI06s7AWZL+QohG/XZSgX1G0ucJjuhbCQYKASsD+0naIKeIeklf7TZEnr/byWOpvm6G1GycW0WnXfsQ+QXOALwFvAlsHD9FDGRTIsn2D1vHkjYsnmfK3JIu6zZoe/0qxZRJLM+3dofrvweyLEsfe3nuR1gXTyLpWOAogrG8U+/aoco7rf5atl+LJb9yZiQDa6h2DGRVdr8YnFuXsrGS/hf4PjBFPH8T+KntE5MK6z/qctzpfKhzFLADYW/7ZeAO4ADbxyZVVR4jbP87tYgKGQZMSX73bSdesX1SahEVshlwWDz+PnBBYWxtICvHpaSzgZWAa4DjCUlOo23flFJXCVxBSOraAHhL0uXUwEdQRNJdtr+QWkeRxnHZnaLDbsG2sdxePLVygPR4+Aj4TMVykhC/2+x+/7a/mFpDhVwMnCppp1bEbQw0+Fkcy5G5bS8MIOkXhLLHc9h+I62s/hONbTfFrKY7CaV0tqKDgTUDjgP+t710naTVCQvjVZKoKodO1Q1aXFGZiuqYlVCGsZshNRvnFmGe3XiiMhUVYXvl1BoSUYfN69/ofT9ng6TtgZtsPy1JwGmE0lfPAVvbvj+lvpLYAZjf9j8kzUFwYK5k+47EuvrNiIIDXm3nWTngI4/VwXnXheyfy5L2JwQzrmz7mXhtbuBYSdPbPjipwP7S3uam21gOuGD4v1TS3zJ2WlIzpyXAn23/KLWIitgeqJPjsk4BFgALERIIHgeesP1Bl6oHQxrb35H0XWB1Qm/Lo4GpY/D51a2AuMwZdAHX2Tku+kivH2FuP9C6OUB61c7Pra5+p+ye6Qjlky7sMDakkdTTCGG7awbBEGR/4GDg+VjSAGAO4JeEnmM58l7rIC6Wns3RaRn7Cy8PLAb8F2g5L1cslLHLiVk79duyfZ2k41IIKgvb26bWUDGjbefknOyK7Zwc7B+JWF7yO4xd4vkE268mFdbwaXnD9h9Si6iIXYDT4/HmhPLWw4HFCfugHAPi3mmVDbX9gqSnMnRaQoiWL5LVHq+hdnwDWNT2O60Ltp+RtCnwIGFPmAuzSjqMYPxvHRPPcyll3WLaNnuNiue2c7TF1YkcHVgNgToFWGB70difdgvgOkmvAlNJ+mxu9inbHxIyS6+J7YzWJWTYnkI9SiJfnVpAOyr0um4oIOkZYA9gAkL/nj1bQ8Bhtkek0tZvYs/OgwmlF8dxgNh+r9vfDkUkzQjMaPuxtusLAq92Kps7VJH0q7ZLBl4jRJdn17tH0lk9hm17q8rEVESsNT9PPB1t+z+SJsrtdwsg6QNCeUIYKK35Npn1s4mln54g9KG9OZayyxZJTwELt/ezlDQp8LDtedMo6z+xz8m/bf+y7fp3gWG2j0mjrBzqUr4NepYBBvIzPklaATiH4PRplSdcAtga+LrtW9Op6y+SHmbACDEPA6XnW++err1chyKSLrbd837OBUkP2F4sHp8D3NnKdpF0n+2cWoMAEI1N5xUubVY8t71z5aIqQtISOZUoLyJpG9und7g+KbBesf9WDrS9c49gwFYDZPnOfdL2/F3GnrA9smpNZSFpx17jtrPpMy3pdLo7OWz7mxXKaegzMRt6nP7CkqYFvmM7mz6mkt4HXu80RLiXp69YUqkU7FJFmxTxfFLbgy5rrZ9IWooQ8LcJ8JLt5RNLKh1JU2TcW3oMkta2Paicl43jsgsdHD5jkWPWRCcHSEo9ZSHpPOCk9mhySWsRykJtkUZZQ8MnJ5Y4W4UQBbWe7ZkTS2r4hEgaBixKyLpcHpgf+DOh/8nttm9IKK/vxPJXywI72X4uXpuLkO1yT04ldiQ9Aixh+92265MAd2foAFmjUzZtjoxn3Zid8UnSHYQSz/e3XV8MONn2MmmU9R9Jc/Yat/18r/GhSJds2hNt/zWpsD4j6T5gHUL5q+eBVVt9lSU9bnuBlPrKQNLWvcZtn1GVlqrJ1RndTlxHrkkwKq4F/NF2ey/iIU0N37nXA4favr7t+qqEQPNsqj5IGmk7uxL7DWMCOLti+6iqtFSBpNkJlbA+B1xKCPg7iJBBfa7tXRLK6yuS7geW6jZu+4MK5TT0GUnT2f5nh+sitBvIolJL3Bd0pSZryEG3Vm5KxXYhR8dkNyTtbfuwmKk1shiRKelQ21k1FiZk9ozzYLX9e0nZ9/QZjA+ihk+OpGUIzsqNgOkJhsa9kooqCUmrtpx2kobbfrYw9tVcoqvjwv6++Dle0szAxsBuwI+AYQnl9R3bB0vaCbhZ0uSESMU3gSNsZ1UqlmBMe7fDxf/GhX9uHNWl/0V2mWp1WjdGpm53WgLYfkDSVCkElchEwMztWaSSvgi8kkZSebRl057JQDbtnZKyyqYFfgDcQ3ivXlZwWn4JeCalsLLo5ZiMVXhyJsf37BgkrUTYE6wD3EXojz7cGfZkquE7d2fgt5JuIVQ5MLA04TtuL4s81LkwBs/cCdwK3AbcVSyTmwuSjrG9azzexYX+lpJOt71NMnHlUFwf7ghkkz3bhTOBPwAXAWsDdwCPAovkVl4T6uWclNQzg7RTpu0Q50lJfyM8j28FbrP9lEMmXBZOy8jEhPZU5wBXEto21Y1Bt1ZuMi67IGk2YC7bt8Tz3YEp4/A5tkd3/eMhRtGR1e7UytHJFXu5zNdlrGsZllyoU+m+nJF0CLAp8AJwLnAJITtteFJhJVKXZ5WkRRjItlyesIC6nbhQtH1PQnml0nJ4OMPepTCm5OTq7VlL0Tl9ne2F0ygrhzplqtUwivxxYPn26Nu4kb8ts7J1VwD72n6o7fpSwIG210ujrBzqlE0LY5x1UxXv5RhEMyzHd5GkW2yvGI/Psv2Nwlg2a6lOSNrQ9qWpdZSBpJcIe4KTgEttv6HQCz7LfUGdbDUtYtnfLQiZ8CI4QM7O1KE3DbAcA3uhxYA/EfZBPddbQ4m67G07UQeblKQHbS9aOP8rMIfb2qPkgKQDbB+UWkdVSPoQeAl4v3WpMGzbc1evqlwkzcfYNqoZCc74W20f1utvhxKSFiJUrPgKoYf0OQQ7zYdJhZWApKltv952bTnbt6fS1IkJUgsYxBwOTFs435FQw9rAD5MoKg91Oe50ngNPS/pK+0VJXybT6Oo2sutt2ULSlOP/V9mwA/BXgoHi17ZfI8NG4G3U5Vl1OrAQcBWwmu05bI+yfWyOTktJ67UcXNFIvJukByVdJik3g9vhwJWSviRpqvhZGbic0KMpK2w/3/4hrKVeyMlpGTkC2BL4DMF4OlXbJzeOBq7pcC9fFcdyYq52pyVAfB7PVb2c0umaTUuG97Lt91tOSwVWJZQqz87xEZmicLxg21g2aylJc7R/gPsKx7lxETArMApYT9IU5L0vqJOtBgDb79g+zfYe0Xn3WzLNBrH9b4ceWwcDBxLWWJ8h9OTNiV5729zJ+fk0BknTSZo+Bvb9BZi8cJ4TU6hDf1pJu8WA+9w4jtBm4Gpga2Bu28PjJzunJUDMsDzd9g6ETP+DCevIrN65th+xvV8MrLiK4LjcI7Gssrhf0ljv1cHmtISmVGwv5rd9ReH8bdtHAkj6YyJNZeEux53Oc2A34ApJmxJKrUCox74csG4yVRVhe//UGkrkAUn72L4wtZAK+CwD/WuOkXQjMJmkCW2/3/tPhyy1eFYVIm8nBeaRtCDwpxwjqiOHEHpcImldgvNnc2Bx4OeE/kxZYPvMWGblRwTnNMAjhKytq9IpKwdJywI/Af5B6OlyFjADMIGkrTzIGr9/SpYgGNTWIawtzgWud6alTWyfIukVwvfacn48Chxs+/J0ykph0h5jk1WmojqkDr1sopEty6DXOpXdp/d6Kafn1ZWE+YyVBUHIEJiJ/Mru7yJpV0K/+80Jjr2p4373d7bfTCqw/9TJVlOr9ZSkrxKyeZYivHPuI5SNXd32cwmllcEEkqYjzLN13HpmZfWMqinTEPYExfdQq4eegZwcXOszsLct8jNC1tp+1copl/jOFbAyoWfpcZKuAU5yoZ1RLkhqZVkuB8xOSPi5g2C36dkXcqgh6bOEILCNCe2L9iIEh+XIqgRb8naEajuDMmizKRXbBUmP2f584Xz6Vp3q9rGhjqQPCBGKIhhgWn0wBExqe6JU2spC0iQEA0Xr5foooaxMVo6B+ACa3vbh8fxlQrS8gL1tn5RSX7+J2VnHEvpRfTvHRUMnooNrXYKhYkWCsXyLtKr6j6R/ATcT7t8vxmPi+Yq2p0ulrZ/EsnWHAt8EnidsZmcDfgXsZ/u9hPL6TrGMjqTTgCdt/zSeZ10mKXck3QPsS9i4nwJ82fYdkkYC5+ZaIipu7jYHVge+Z/uyxJIaPgWSzgVusH1q2/XtgDVtj0qjrBwk7QBsD+zJgDFiSeCnwGm2s+lJVdOy+88QIscnIDi39mwNAYfZHpFKW5lImgv4HuG5/DPn10N7LCRNROiptjnhOTVDYkl9pU62GqjXekrSO4SgvuMJ794XEksqDUnPAR/SOdsyu3KTCi0zWgboeRiobCDCfBdJIqzhUyPpEdudHJdIetR2e4WHbJA0LSF49SBCa4lTx/MnQ45YGvc+4ChCOfrsemcDSLqeUM3hgvj5W3G8vaxqLkhaGzgDuJvwTgLA9vrJRBVoHJddkHQn8A3bT7VdHwmcafsLaZQ1NHx0JN0NrB3LiI7pJRAdXdfYXimtwnKQtB5wKiEKqPjg/WoyURUhaWpgI9tnpNbSbyR9qde47Swag0s6mhBgsFssndr6Xo8A/mN7l5T6+o2khwgRfG8DzwJfa5XEzc34JOk4emS02N65QjmlI+kB24vF48dtL1AYy7K3jaQZCY6QTYD3gANs35FWVf+p072s0IP2EuBdxq7UMTHhffuXVNrKIma/783Y2bSH55ZNGzPgnwSOAa6w/Y6kZ3IzFheR9Kte47a3rUpLFUial5DpsQxwJHBGbgFg0LlPUWFsAduPV62pTOpmq6nTekrSxIR3bCvDZy5Cds/twO22b0unruHToNgapBu5tZGQtKXtX8fjFWzfWhjbyfbx6dT1lxhcMcr2n9qujwDOt71kGmXlEMuxb0DIzJsRuBj4je0XkworiZiF2Homf4FQvfM+Bp7LWbRcU+gX3trfFve5reCK7FoNSJqf0H7sH8AJjG0/HxT21aZUbHcOJJQTPYSxo433BXIzGvesr96KXswFSW/Q2djWehhNXbGkMpmg5bSMXAChR4akHMubtQwU3yU4Lcd68OaEpGNs7xqPd7F9LIQoIEmrECJmcmNb29ukFlEB6wLzFUtMxu/1f4EnyOwdRDAYPwC8DjxecFouDvw5pbASyK5H6XgoPn//0zaWVeScpG0Jm9dJgQuBTW2/mlZVqdTmXrb9V2D5+G5tRZNfafuGhLJKJZZgvGK8/3DoU7uy+7k5JrshaSGCw3JB4DBgO9sfpFVVKjcRSpYj6XrbqxXGzm6NZURtbDWR2qynbL8L3BY/rWymLYFdCb/lbEqoRkfev2z/O56vAmwIPAecEP+/yIlTba+ZWkSF7A78Oh4fx9jP4W8Ssopz4UDgd5IOYuwgv/0YqOyQE68CTxOqdYwmPIeXlrQ0gO2LE2rrOzFI8+L4QdLkhHv4h8BwMnku254ttYYqkfQTQpnnPTyI2xY1GZc9iBueYrTxI4Ro40fSqeo/kp5loAfILMArDJSryK5ERZ2QNNr2PB2uTwCMzu27lXQwoRb5nm19T7KjWEKzvZxmruU1c51XO5Kesj3fxx0bykialdBz6kHbH8ZrswAT5hq5WAfqVIo+ltB5mFByEtoMiYOl1Eq/kHSo7X1T62joP3XKpi1Sl7L7MKaCxT9tP6TQA3El4E/Aibb/m1Zdf4jvnxcJvS7HcVjmdh8Xs+7aM/Byy8hr0cFW8yih3HFWthqo3XpqPgYye5Yn9PK8k+DIvNX2LQnl9ZWYObyR7VckLQZcB/wYWAR4z/a3kgrsM7k+i7pRt+eypEUJz+RWkF/Lfv5AOlXlIOl0uq+VbfubFcopHUnTEPpbtp7LixMctq3n8oUJ5fUNST3LVdt+qCotVRCDvw7yIG+Z12Rc9iAuerdKraNsXOjjkuMLtJ2aZZheI+lg2/u3Xf8RcE0KQSUzEbC4MFB1bwAAIABJREFU7fZIVCQtY/vOBJrKQl2Oc2bymIXXcb62c2kM/pikrWyfWbwoaUtCxmV22H4ZeLnt8tSECM3tq1dUDpIup7dDICvnlu0soi8/IqukFlAxaxMyWxryo5hN+0NCFH32xE37hcCFrbL7iSWVgqQTCEbxSSU9CUwJXE0wRJ0GfD2hvH6SldHwI+Aux53Os6Authqo3XrqUuBWgkH8SNtPJtZTJpPZfiUeb0noI31kDDLPztkDTCOpa+ue3LLUqNlz2faDtK0hJE0saSPblySSVQo1qQJWZDShot1thF6ed3WyuWbACT3GTAj0ywbb+3W6LmkNYG/ba1QsqSON47ILsf9HrwiK7arUUyHZvUA7cC89MkyBnLIQ9wJ+IWk08GC8tijBKJVVBB+A7e/1GL4AyKkm+QSSpgMmKBy37uNcN7ezEvoTdXJcGli1Wjml8R3gYknfZOB5tTQhwjo7Q2qMbDsC+BzBWHEccCID/ahy4oj4XxH68Gb3HB4fsSfIhsAWttdJradfdOsBIWl2YDNgUPSI6CPD2t47Y5FZEFitcKFHtqRdnWHP7BaSlgFOAUYQMqa3s/1Y7BWY67xXsf35mGH6MjCT7Q8knQxkE0nedh9PGS75rYSSymYmSbsTnsmtY+L5jOlklUPdAsHqFHjtjHrbfwSKa6hVge8D2P5QyjIueRpCZYNue/ncHJcjJT1EmO+IeEw8z8nmOBbR8b4aoYLFVwgOr6wclzAm638vQta/gceAI2w/nFRYCdjuuI6Ia8n1bF9QsaRSsP3F1BqqJJYnP5kBO9yhwJmEZ9QhCaWNReO47E6nMpNzEGrr5+oUqAV1yjCNG/TNJc3NQBmdx9qbZteE3Fb/0xCcWq15FbMNcw1AGG07F+dkV2L24TKSViX8bgVcZfv6tMpK41RCQ/DbCVlc9wHnAF8f7GUrPi5F55akNwdLw/OykTQxYeO6BeE7vgj4eVJRJSJpBmATwoZ9VjLcrAMjGfsdVCS3ILBxkLRu7iXpI7muJ1qcQMjsv5nQ4+VoYK2kisrnHRjT7/75Vt9H25b0Xlpp/SX2Bv8+MEU8fxP4qe0Tkworh1OBqTocA/yiejmlc8T4/0lW1Cnwuk7cIOl84M/AdMANMKZdRm79LQGez62E5nhYILWAKpG0PGGvtz5wP7AsMML2m0mFlYCkDQjvoR8zEFi/JCH4fE/bv02pr0wkDWOgP/xawB8JSSJDnngPd8X2bVVpqYijgB0IdrgvE4IMDrB9bFJVbTQ9Lj8C0emzLyEt+Gjglzk1yi5EZEJoIH1Ucdz2UWRK7j3zJPXMMLT9Qq/xnJD0gu2cMi5rR+6/17oi6QHbixXOXwTmahlTc6UO93MsM9La1NwI/AY4zvZcKXWVgaSpCBnRWwDzEZyVo2zPllRYSeQe+DU+6vD7hfznWZce4UUkvUTY6wnYjYF9n4Bdbc+eSls/kbQ/ofztTrafidfmBo4F7rR9cEp9VSJpityyTSXNUad9bJG6v39zQiGtchTBGX1+DF4ltkaZyfbvU+rrN3W8dyVtCMwDPJzb91lE0vOEgIpTgItt/1vSs8WkkZyQ9CCwge3n2q7PBfzW9qIJZJWKpJUI+9x1gLuAFYC5bb/d8w+HEJKu6nDZhGSC2XIr295hH/Qn2yNSaupEk3HZA0kLAPsRGs8eDvyP7ffTqiqFYkRme4Rmw9DmSgaiM1uYUDJoJjLLHu5RNkjAZyqWUyqSZiIEVMxDKO31k1jaLGdmTi2gCiS9Qef7eEJgYtu5vbsnbetd+iawSNzM59S7tL3U1zilNnMq9RX5PSEKc0XbzwJIGlQRfH3kVcImbn/glpi9lF1p54Yx5FbFYQxt76DJJb1OIbPH9tRplJXCtG39tsY6z7DfFtQnM+8bwKLFyg22n5G0KaF9RnaOS0mzEhwgD9l+N+4VdgW2IZQBy4lLgSUAJF1k+2uJ9VRJ1pkHkta3fVlqHRUxv+3zACRN0rpo+35Jy6aTVRpbphZQJZJOJDg8bgMOkvQF2wclllUWVwDrARsAb42vnHcGTNTutASw/ZykiRLoKZUY9PYCoUrWXrbfiI7pbJyWALa/XDyPz+H9CPv8XZOIKpf2fZAG4z6oybjsgqQLgKUI6d/nA2NlfmRoXKwNNc8wnQv4HrA68DPbxyUV1GckfanXeE5lGSVdTSgbdDOhV8RUuTcJr2OUJozJ5Po2sCNwie09EkvqK5JuondP6WzKA0t6lnGDSVrYdlalvqJDejNgY+AZ4DzgB7bnTCqsBCTtRpjrFIRSx78Brs3tO20haRvbp3e4nlWvk25E49NdqXU0fDok/arHsGtW0i4rJD1pe/4uY0/YHlm1pjKRtCvBuDYamISQWXoUoVfRYbb/nFBe3ynuCeq2P8g9M1zStcDbhGzpF1PrKZPid1mHCgA9gnNFfoFRSHqEEEDzgaTJgT/aXjK1rrKIvS1XJ1TbWROYGtgauDo3B1fMuFyvPfNf0pzA5bYXSaOsHGLg8YaEfvDnAL8lZBHnus/9EnAAYT11qO1OmZhDnqGyD2ocl12Q9BwDL9VxMtZy+oFKOgx4xvbP267vBnzW9vfSKCsHSQf2Grf9w6q0VIWkeQmb2WUINdjPsJ1VH5vxIek3tkel1tEvOpTXzG5z046kxwnlKTpmuuSUmQcgaVpCZNdWhAXi0bZfS6uqoeGTIWkFwkb2a8ADBCf8KWlV9Z9YinBzghNzXuBAwlyfSiqsRDr1OrG9cVpV5SLpFNs7pNZRBtG49l5rnShpfkKP2uds59ivtVbE4IJRwD+By4G9CO1Q/gQcZPvvCeX1DUnXE4xN17ddX5XQv2eVNMrKQdJjhOoG/4itQkYDK9m+I7G0Uujl8MmRugVeS9oM+CEhC/wk4MPWWE4OkF4O+Lo55HOkDs7obkiamFBSdHNgVdszJJbUV2IJ4MOAQxnoQbw0sA/wPduXJpRXCrEa1iqE7/QrBMf0dsDvnEkfU0lrEaonvQMcYvumtIrSIWlm239NrQMax2UDYzY6C9n+sO36BIRSMwulUdbwaZG0EMFhuSDhxXquM+8b1w1l1uMyRnmtzIAT78bieY5Z4TFK8266Z6tlkZknaQZgD4Jh8TRCT8B/p1VVHpL2tn1YPN6kmKkl6VDb+6ZT118kbWn71/F4Bdu3FsZ2sn18OnXVENcWawCb2d42tZ4ykbQwYXM3ajD2i/i01KHXSTdyNj5JuhnYzvbTkuYhfLdnA58H7ra9T1KBfUTSeoS9zvPx/AeE4IrngV1aJa5zQtL5wHuE7PDpgEcIDswVgcVsr5tQXt+QtCAhI+AWxjYqrkDoS/VoQnl9p4OB/JGc9/CSPgDeIuwJJiNk6EG+mVt1DLxeCLgV+A/Bcdn6brMpe1zDjMtjCM/k22y/klpP2Uh6mxBEAuH+HRHPW/dyVll53VCGfZYBJC1KsNksSPhOHwGOtP1gUmEVEMvhfpkQqLtmLo5pSR8CLwL30SE73PZXx/mjjJA0DWEftAWwgO1ZE0sCGsdlVyT1XCTklNkj6VHbC37csaGKpPNtbxqPf1rMKJV0je0106nrL3FT9yKh1+U4DkvbO1cuKhEZOi6fY2AT105WWeEt6hJ5Kukt4G/Ar4A32sczjKquzaa9TnOF2q2lls01s6UTGrvXyaUe6HUyPLG0SpB0te21U+soA0kP2144Hh8ETG/7OzF6/t7WWA5IeghY1vbbktYlZDFtDiwObGJ7raQCS6Dl0JI0IfCS7c8Wxh60vWhCeX0lZpduwYBR8VHgbBf6XuaCpFcJ5dhbbFY8r9Oer2FoEw3iexMqzuxn+8LEkkqj8LsVIWC19ZsVsKntmVNpKwNJOwHLxw+E3o+3xv8+2J5IMdSJZUO70gqaahh65BZc/WmQNJnt/6TW0Q8krdZrvL2KRw5ImgxYn7BeXgKYilAW+ObB8kyeMLWAQcyRPcYMZJHZE3lb0ry2ny5ejOVFs3gAtTFv4XgNQs/HFjNWrKVsBkVN6qroYSQXkFWTbNtzpdbQUBqHMxDhNVXbWI7RRupy3Ol8qFOnucLYa6klCVkvLXJbS51IWOwj6XbbyyXWUzYXETY1o4APJP2WPJ9PHcnVaRkpfo+rEt5J2H43RiLnhAsZwl8Ffmn7XuBeSd9OqKtM3gWw/b6k9oyXrKqyRAflaal1VMRebef3dvxXDUOSmEE8wvZl8fxoYJo4fHxOgWCEdgK/B5bMpfxgD4q/23vaxtrPhzyxsszxAJJmIWTALw/sBsxEKD2ZDYVqDsMJATQGHrf9TFJhDf1gbaA2jktJN9J9n2egp8NvqNDNMRmfV5sBWTkuJZ1NaBdxDeHZfAMwerCVyG0cl13Ire/FePgBcJWkgxnY5CwFfJ/QXy03ehnWsjK62T6j0/UYgbxexXKqoFfAwROVqWgoi479diXNTig7eXjFesriF7Zf6jQQy9rlhrscdzof6tRprmOtpWLGdM5rq6LjedJkKirC9i6SdmWg18nhwNSSNiWjXic15SFJRwAvA/MQNrOtvsu5IUlTEspMrkYIQGiR6+94Nkk/IzyzWsfE80FREqofxPYCnd6rWZYS7bbna8iGnwA/LpyvBRwATE6w5WyYQlRJfN32A50GJP0kp3LlvX6348vWG6rEPnkLExyWKxDK0I8GzkqpqwwkTU3o07oUwSEvYFFJ9xJK8r+eUl8/kfRV2xen1lEhwyRNR5fA4wzbNu3Z4dqyhOz4VyvWUgnx+92YsM+dG8iubymwEKHn/ePAE7Y/kDTobFJNqdiPiaQ1gL1tr5FaSz+JPQT2Ity4EOpzH2H74XSqykHSE4SHzwTArwkp0YqfX9teIKG80pA0DFiTMPe1gD/a3jitquqQNJHt91LraOgPsQ/kJoT7eVbgEtudFlRDDklPAmvZfq7t+rbA/rn1yhtPn6JJbWeTLV3odVLsc0I8n9v2FKm0lU2OpXCLFPoOT0CIVlyZwmY2ww3sWOTa66SOxJJBuwCzAKe1evVIWp6Q8ZONcVHSNwkR868Dr7YyaSUtTtgHZRFBXkTS1r3GGwfY0ETS5fQIgLK9foVyGvqMpHtsL1U4v8P2svH4FtsrplNXHbm1fgGQtBxhL3uz7VclLQLsA3zR9uxp1fUXSdcSsiofAO4A7rD9eFpV5SHpdOA54EetkovRcXsAMI/trdKp6y+SriZUbfh2HUrgSvovIcCvNm2bWkj6EuEengQ41PZViSX1DUlTABsQfAQLEXqlbzxYej2WgaSRhPmOIjihRwIL2/5LUmEFGsdlFyStCvwc+BzBs34ocCbhwXRIzaJJskLSTfTe2GWVESJpJcKDaB3gLkJk29yF0ljZEheGqxDmv15ufSLqhqSpgI0I3+d8wCXAKNuzJRXWZyR9BTgW+EqrhLek7xPm/eVu2ZgNg5869zqpgePyOWrWd7gbOfU6AZA0W68seNuXV62poX9ImpVQou7BgmFxFmAi2y8kFVcyMdvUtt9KraXfSJoceK8VtChpfuArwHO2L0kqrgSiIRHCO+hU4FvFcdt/qFxUQ9+Q9KTt+buMPWV7vqo1pUDSizk58yQdDqxLcOTNA1wBfJtgezw5t368kk4GFiUEqd4B3A7cbvvvSYWVhKSnbc/7cceGKpI2Bg4GzgBOIuyLAMgpuxTGVBJaPLWOKpHUyvR/h+ATuTGxpL4j6S1Cme7/A26ybUnP2h6eVlk1SFqKkBiyCfCS7eXH8yeV0DguuyDpfkKt9dsJEeRnAgfYPjapsIZPTZ0y7yS9BLxAWDhcavuNOjx4JS1DcPJsBEwPfAe4zPY/kwrrI5JWtX1DPB5u+9nCWJalOiT9h+B83x+4JS4knsnRIRAbg59MKP30LWBpYN2c7uEWsXT1/xA27A8RMnzeT6uqHCQdD5xj+7bUWqpA0nEMBAptBpxXHLe9c+WiGvqCpIcZt/Tx34EbCZlq2RjbemTBfxPYL8Ms+J59bHLKQpS0pe1fx+MVbN9aGNsp9uPKDkn/S2gJ0sryfxP4qe0Tu//V0ELSzYRSfE9LmoewfjybUJbw7pzKTbZTR4Nq7sTn8j6272y7vizwE9srJxFWArG8Zsch4JHMHJePAUvYfieWJXwFWKQVuJor8TtellAudllgRsJ327MiwFBD0mjb83QZy85xCSBpYeAW4A0GAjqdYaZ0rd6zku4m/E4PJ/hIxsKZ9FmWtBfBZjEBcC7wG+DGHO2NvZA0AbCL7aNTa4HGcdmV9swASX/KzTBRVyS9Skj5PocYRZFYUmlIOpbg+HiYMN/fAg/n+uCVdAiwKcFZey4hI++eHB21xWdUh+dVlplNknYjLCSmINzPvwGuzfh+XpGQ8X8bsGlOjoAikn4DvAf8kRAo9LztXdKqKgdJuxDu4VkI9++57tLHJweakoT50iV7eHpga2AK29tXLKk06pYFL2nJDpfH9LGxvXTFkkqjpmup/QnG4p1sPxOvzU24x++0fXBKff1C0sO2F47HBwHT2/6OpImBe1tjOZLrvVtnJH2BsG48HWgZiJckvHNH2b4rkbS+I+lFQvBMtwoW2ThAJN1re8nC+QO2F0upqQokTUIIyl2BAeflq7k9lyWdAfwJOKhoc5R0ADCf7W8kE9dn4rv1+4RsrX1s59gPcAyStrF9etu16YB/5WhfHk/VQttetUI5pSNpPsK9vBkwHNiP0JrqmaTCKmQwlWZvHJddkPQMYzegPaJ4nlM2k6Rlbd+RWkdVSPoMocnuZsC8wIUE4/GdPf9wiFIol7o5oUTS1MB2wO9sv5lSW7+R9DfgSeAY4IoYvZhrRt6YKK/2iK/cI8Ciga21kJgXOJCwkHgqqbA+IekNBjbskxCceh8wELHYLRJ5SNJmXJwQuCt3g1t0+mwWP5MSAi3Oy+Ue7oWkz3oQ9Uxo6D85voPqlAVfRBn3sYF6rqViBvGi7cFQCr1NH8yl5KSkh2wvEo9vBQ5vGVIlPWh70aQC+4yk6QunN1KzPst1QNLMhCpCC8ZLjwIn2P5rOlUNnwZJ/wJubp0CXyycZ9ebVtLRBEflvITyuLe1Prb/lVJbGcTM0l8CSxDma2Bx4H7gWznNWdLjwOXA/7keLal+AJxv+4noiL+aUAb5fWAL29clFdjQNxT63m9OSCSYK7GcyhhMpdkbx2UXJP2qx7Btf7MyMSUTy+LeBXwvp5fnR0HS5wj1mzcj9Lc5z/Z+aVWVh6SJCBlNmwFr2p4hsaS+ImkYsCbhxbIqYeO+OjB7bqUn65gl0IlYjmQLwkKiyYofgtT5/oUxi+HTCKWhhqXWUzZ1+37rSI5OAahPFjxQiz42UM+1lHr3ynvC9siqNZWBpF8DfwFeBvYBhtt+W9K0wB9ye0ZJepbeWWrZBXE25EthT996Hj0GXGf7g3Sq+o8GetN2xJn1ppW0M2ENdX9u32UvJI0glCkX8KjtPyWW1HckLWz74S5jR9jes9PYUEXSo8BCti1pB4L9cXVgPuAM219IKrDPSPpq26VWi5AHbL+RQFJDyTQZlw2Dili/eGdCI/CDbJ+VWFKlSJoS+CqwOzCL7ZkTS6oESZPZ/k9qHWWh0DdvXcIiYkXgettbpFXVPwoRmu3RmQJWtD1dKm1VImkG4LUcS3LUBUkfAG+1ToHJgLfJNMMUxgSRrE0IIlkN+AMh8z/rsjqQbxZTJyRNn2uWi6RODp3pgC2BN21/t2JJpVHDLPha9LEBkPQ2MJrwXY6Ix8TzuW1P0e1vhyqSridkz17fdn1V4ADbq6RR1l9iBukuhNLsp9l+MF5fHhiR235X0py2n0+to6EcNG5f6TFDhPfQIhVLKg1JswA3AK8RMtMELEYoR79qblU7YgDjCIJD6/HUehrKR9L8wJ7OqK1CLwaTA6RftFXsuAi4xvbJ8Ty7wLcuiV3TA4sQ+onfULGkhj5Q2OOOMwRMZnvCiiV1pHFcfgwkXWF73dQ6ykLS5wkGigkYMNBkZ5CBMU6t9QhOrRUIqf3nEV442UR/9djkAJDTJgdCJFCnMs6xTMdGzqifWt0iNCGUtQZ+AvwDOAg4C5iB8MzayvbVCeX1jTYjeQsDEwITD5YFRMPHR9IahPfOOoRKB+cBl9p+q+cfZoSkb9s+MbWOfiNpf8fecHE9dSkwEeF3PCq3cvSS2jPwTDAy3gScYvu9ykU19IU69bFR516tY8jRESRpQULP+1uAewnfdavX2Aa2H00or+ETkqOhtGGAOj2rooH8EdtHtl3fjVCdZNs0yvpPLDe5JeFZvAzwY9unplXV0C8kLUJoOfY5wr7gOOBEwnd9pO2jE8qrjMFUcrJfSLqD0Drir4RWVUvafjaOZVO9YnzEd9P5tpdJraUhXxrH5ccg5ywBSdsRyugcS+iVkO2NIekcQhr/zQSj8RW5lvsqbHIEXEnocTmGnDY50Gzac0fSPcC+wDTAKcCXbd8haSQhWy3X5/NUhIz4HQm9PPdILKnhExKdPecAF+WaidcJSasQejIZeCzHspNtJSevBI63fZWkLwDH2F4+rcL+Iulrti9KraMKJC0NzOC2/o6S1gNesX1vGmUNZRHLFG5m++zUWsogBnBuQXgui9Ar7+yc9kM1DN7M1k7RAJJG2n4iHk9i+7+FsWVt35FOXX/pZfTPzSEQy00uHctYfwa42vbSqXU19AdJdwInEZJD1gb2JuwDD8jpfQu091kea4jQP3u2KvWUTQyoP51QoeQY2wfF618BvmF784TyKiVHG6ykiYG5CevIZ22/m1hSJUiaFWi1LnrFg6TdWuO4/BhIOs0Z9bZsIek24Dlg99xKb3RC0tbAxXWrxZ3jC6WdOsyxRd0MMgCSHrC9WDx+3PYChbHsDDaxD9OuwFaETc7Rtl9Lq6qh4aMTF78XE/rk3UvYvC5BKAe8ke2XE8rrK22Oy7GeR5k+n+r0vr0J2Mb2c23X5yFkl2aTgQj16mMTK3J8B5gVuAy4FtgJ2JMw3w0SyquU3Jy1dcpQA5D0KiEgtyO2d65QTkOfUY368fZaM+W2npJ0r+0lu53niqSFGehf+rjtR1LqKYui7SKevwjMlVOFtxbq3WcZ28OrVdRQBbHs8em2l0utpR/EtfBBwA6EHukTEFoOnAL8YLA48vqFpO8DE9n+UTx/Afg3oWrUGbZ/nFJfi6bc3McgR6dl5Fzbx6UWURU5lQttGIeRkh7qcD27/h+E/p3QJZs2Uz4sHLf3Z80mCif27dwDGAWcBixu+99pVTU0fCKOB06yfXrxoqStCKWScnIKzC3pMsIzeTZJk9t+O45NlFBXw6fnM+1OSwDbo2OGRG6s1+Ha9MAiknLrY3MW8E9CNsS3gL2AiQklUx9IKaws2py1vwWui+d7AQ8AWTguezkmJd1KKI2bE/8hBAg15Im6HHc6H+pMI2n9DtcF5NbCaERcO0KYX/Ec253+fxiySJqG8N6ZHXiIMOeFo7F8A9uvp9RXApPGHqat3+ibhLWUIK+e4b0ckzGQNSsk7d52qRXkd0urZGxOSLqcce1t0xOceltWr6g0fkpoRTWiZX+LyQRHAocDuyXUVgabAF8snL9me/HowP0DMCgcl03GZRe6OD8gQwdIblF6DQNIKn6vZxPKQo3Z3OS0WIIx5Va6OvByi65uUZffsKQPgLcI9/BkQMspIGBS21k4ByS9BfwN+BUwTnaL7aMqF1Uh0RGwEvBCU4JxaCPpSdvzf9yxoUiHvsP32n5T0szAxrZPSKGrLCS9DYzuNER+6+TRtuf5uGO5kWMfG0kP2144Hg8jGJ3myC2ztIik3zLgrF0NmI7grN0lV2dtO5n226rFXqCu1Czj8qxe47a/UZWWsumwdhwL23+oSksVSPoZ8C6wt+0P47UJgJ8Ak9n+bkp9/UY16hneC0kv2J4jtY5+IunADpenB9YC/s921woIQ5EOzyoDrwFP51RGVdLTwPyt51Ph+oSE7PB50ygrhw7riW1aAeeDqQJAk3HZnQ8JP8ZzgMsZN7unoWEoUGxq/xeg6PAwkNti6d1cnZMNYHvY+P9VFhzOwCZnqpRCqkDSFcA+th+RNAtwH3APIer4FNvHpFVYHjVw0nb8zUYjRVa/527GJdt/BbJyWkaepXNmXo5cJ+kQYH8XIj4l/RDIKfuwJ7afl5RFgFCB91oHtj+Q9GzOTsvI3AVn7S+ogbO2AzlGbmdjOGzoyGzR6aPCMfE8q2ymXo5JSTNWqaVscnNMfgRWBxYpOgVsfyhpX+DhdLLKwfbKqTUMEnLLCsf2Dztdj70+r6NH6fahSLdnlaRhkr6eS5sBQkDBhx0uvi8px7XjlJImsv0eQMFpOQmDqMJB47jsgu3FJI0ENic4Lx+L/70mt7rGhHIFncoytKLmB80N2w8krdRr3PbNVWkpG9urpNZQMbemFlAVbdm0k7WVIckum7ZO2P6/1BoqZniht8m2wLW2t5I0FeE3nY3jsoZO2sslnQrsavstAElTAEcDv0uqrELid7tDah19pk6BQnsAvwBGS2plpC1K+O1un0xVxcQ+Nv9NraPPLFbYA4mwnnqdTPdAkVo4azv0ah0zRKjakRW2l02toaFU9ioc39M21n6eFXE/sBGhctSihNKEDUOTdzvZUqNTILf1BZLmJQQkz0NwzO5p++W0qpKQo8OnI7b/0SoFnBPj6wlPJm0GgMclbWH7nOJFSZsDTybSVCYXAidL2qnV4ibaao6PY4OCplTsR0TSKELE/E9tH55aTz/Jrcn5+Ij1udsxYSE8W42yurJD0tb0WBjZPrNCOaUi6cYew7UpPZIjhSjqFq2eCTfaviWBpFKR9IDtxeLx9cCprfIqxbEckPSo7QXj8b7AyKKTNqfymgAxO+vHwDbA84R7eU7gDGDfzErLTN9tCHjQ9mxV6ikbScfb3im1jiqRNDewYDx91PYzKfWUxfj62Ni+vXpV5VC3PRCMVXYfxi7fynhgAAAgAElEQVS9n5WzVtKveo3b3rYqLQ0NDR+PmO2xLsFZuQyhAs3XCHuhD1Jqa/jkSHqCkBjSqU/rr20vUL2q8pD0R+BM4GZgfWA5292CaoY0ko6jsx1OwNa5rC3Gh6RVCRVasrLF1aXNgKTZgUsJc72XcE8vDUwLbGj7xYTy+k5sk3EI8C2CrQZgDuCXhPt4UCTtNY7LHsQmwpsRIrz+CZwPXGL7zaTC+kwdN+1FJK0I7Ed4+B5iu5Njs2EIEBdM41wmlLOb1XY2WeaSlsvJeNgwQHTAtzM9sCnwm9yy8qKR/BrgJeA0QgbmvyRNBtzTcvTlQJ2ctEXidzkP4Xk8uhXRlxPRGfA8YxtjHM9ntT1xEmElIWkPegcKZdOLV9KWtn8dj1ewfWthbCfbx6dT13/q0scG8usN1/DRkPQ12xel1tHQ8FGJjvhevfK2q1JPmUg6g9DO5gZCucXrgKdsD08qrOFTM56ej9lVC2vf2+W85uhivxiD7TOq0lIFkh6mc5DfKwRH7ePVqyqPuvSElyTblrQmIVhVwKOEypvZOs8KthoItppB1SqxcVx2QdIfCJFd5xNSZP9RHLf9j05/NxSRtK/tQ1PrqBpJqwEHEF44h9q+NrGkhj4SSzR8HfgeodTzIbYfSquqf+S88G3oTFxQ3JZboImkmYAfEbJ5TrB9Tby+CrCk7SNS6usndXLSQnD4ENaaZ7Vd3x54q70My1BG0tPAarZf6DD2ou3ZE8gqDUkH9hrv1vtlKFJ837a/e5t38dBG0kuM3f99LHJywDcMIOkF23Ok1lE2kqbPyWZRZyR9rcPlOYBdgWE5VXWQ9AihpPUZhIDNP0t6xvbciaWVQnT47ALMHy89Dvwsp0pRdaVDhunZhCxiQT1a+0iaFFjP9gWptfQTSXO2XTLwWqs1Sm7UZf+T67w+LpLWAPa2vUZqLdD0uOzFnISHz45AsS+R4vWcFk6zdChNOAbbO1cppmwkrUPIsPw3sF8xcr5OSBpp+4nUOvqNpAkJZQn3AO4ENradYz3y7GrnN/TG9n8ybJmA7VeB/+lw/UagV0nkoch2BCft6sAo2/+K15cFepa1G6LsAXTqK/0bwnebjeOS0It1OmAcxyVwWMVaSicnx+RHQF2OO50PeSRtB0zfao0RnXtTE+a6t+2TUurrM8OAKcnwe2zoSXbft6T9bR8cjz9PKHU2UQzkHGX7zqQCGz4VxQzhWLb8/9u787hb53r/46/33sgQsjMk85CItjmKo1CakHnKkYjf6UiGiFM6RB2VsUxFA04hFYoOR7EpQtnGbYpDhmTOTML798f3Wnuvvax172mt63uv7/V5Ph4e51rX1X483vfZ+77v67q+38/n8yXS/dU3SC3dimF7FUnvJi34/F7Sg8C8kha0/UTmeH0laRfS4vP+pLn3AtYAjpJU1JgbAElftP2t6njb9sUsSf9l+0v50g3EI0y9Oar9s0mVxcWpKvI2IX0Pfxj4PVDUwiWwMLCg7YvbT0raDHjY9sQ8sQZmVTVjJnxx94cjqVobfxd4O+m+8b9I7a1FaiE7KkTFZWhiWf/rpGqXm+nSqsL25rWHyqDE3caS9iLtWLwM+Ibt+6fxR4aWpKdJ8xK6asq/46aoFuT/FdjK9ma58/RTl3lq7TM9f5wnVegHSbf0mts50rUw+lVVs1fYvrt6Mf4D0vyp+0ktkm7MGrCPmlZxKelPwEdsP1l9vtH26tWu+Uttd9uMMJRK/PsL01boM1D7z6lfAyfavljSe4Djbb8vb8IwqyStRNp8vTpwFGkm4KiYPzVIktYlLYBsDdxb2O+ga4EdbP+l4/zSwDm2180Qa2Cadj/VNJI2IFWUfhz4I7AesGyhI0KuAHbt8r27PHCqC5tx2RTVZs2eG45t9yz4GkaSbgT2I80u/Shp0fIrtr+dNViHqLicQZLeCRxge4/cWfplpIXJLiXwJSiqd/5IRqikFWnAcGlOAB4D1gcubKtOa+0EKukl+ePAMblDhP6T9Bxv3FTxEnAlqQtAabq1gh0H7CxpFdsH1x1oUBq4SDu7pHk62+ZImhcoauZjN5LOtL1L7hwDsg9wenW8I7AqqRvJ6sB3gH/JE2sgVpR0C+leYrnqmOpzSR1YWsa0Fi0rPwOw/XLV1rokjdpZ3SQ95k9B+jtfpOY4dXt7qwrE9h8L/L5tHEk/A9Yi3TPvB7wGzNd61i25JbDta4FrJe1Hee9x5utc+ACw/RdJpVQwtWtaB4v1bV81wvX5SHMCJ9UYayCqBZ8HgFOAA20/J+m+EhctK2/t8b17j6S3ZsgT+mMssCAF/jzqwbavqI4vkPT4aFu0hFi47EnSeNKNYatk9gTgZGAdClwskPReYDHgd7Yfq77+g0kvnoqaywTcaPvZbhckFbX7Fvg0qVXfP7pc27HmLHVYJneAGj1n+8rcIUL/2Z43d4Y69fp3LOlXwETS76JSNGaRtvID4OeSPtt6uKt2kZ9EYa3Nqn+vU50CNpT0FiiyCv5V2/+sjjcFzqwWu34rqbTWuCvlDlCz+ds/2P4vAEljgNJexmycO0AYmE1zB6jZstXvIQGLS5q77YXx7Blzhf5Ym7QQfwDp2R6mvFgtaoyRpLNt71gdT24favt1SQeQOiuV4qWZvDasOjdv9rpWiq2re+JLSM+0jwNzAsuTFuGXYsr387D7BbAFsD3wmqRfUubfactIG4LmqS1F6Le/2f7P3CFq9BZJW7V9Vvtn2+dlyPQG0Sq2B0nXkXaLXAN8BPgiaRbTV2y/nDNbv0k6ivRwdxPpl+hFwL+T+ht/r8Cvt71FxWW2N+52rQSSLgcOsf2HLtfus13UQl/73E5Jb7L9j7Zr61Y7Nosg6TzbW037fxnC8JJ0k+3VcucYtGoWyMQSv1ZJ/wb8B2mOnIEXSK28S5qTh6QbgNuB75O+TgFnAztA7wX6YVV9vR8H/k5qD7uR7duqa3fYbtpiXzEknQw8ZfuQjvNfI83zecNM4hBGK0nLACuTfi7fYfvezJEGQtL7O05NtP28pEWAbWyflCNXCDOq1Z68Ou5sJzr5WgkkvQjc0+0SqcVmUQsgkl4jPQeItPDT2lwhYE7bxW2ykLQAsA2pbeqipAXpO4Bfj1SNOYyq0REbkgokPkaaj7478D+2n8+Zrd8kfRd4kvSu1W3nvwosanvPbOHCTCvtd8y0SPrRCJdte7fawowgFi576HxZqjQUfGnbr2WMNRCSbgfWqFpALQA8DIy3fXfmaAPRcTM81Q+m0n5QSRoHvFxwi4apxNyEEIZP9XOq0wLALsDytj9Zc6QsSl+klfRm0n3nc7mzDEJVjbYP6UH9QNs3SbrXdjFVEO0kbQp8j9RS58LWCIXq5fkXbX88Z75+6tG+G6a0oS+qnZukeUgL8GuT5sFDagV8PfCZ0l4+hTJVLfi+T2qveRPp+3VVUtXL7r2674QwLCQdZvuw3Dn6rUnP89May2T7/rqyhNBPkmYnzczbAdjE9oKZI/VV273ye0j3GACrAX8i7pWHlqSFbD+eO0eYWrSK7W1OSaszpQXH88D4ahcJtm/Ilqz/XmpVVdr+u6S7Sl20rDSmRUXJ8y56aNTchBAKMZEpFWpUx08CE4DP5go1CNNYpL2t5ji1Kv0BzvbrwHHVHKrjJD1KwffZti+qXrjNa/vvbZeuJ7WJKkZ7++7SNrh1U82k3VHSsqRKNYDbbf9fxlghzKjvkKrgd6h+PreqQb4CnEj6vdsIkk6N6o8ibQ4cljvEAMwt6d3AGGCu6lhMqdIrRtMWJns8B03WwHdXxarGSfwK+FWJc5Z73CvfVmpXh6Zo2qKlpP07Thl4ArjK9n0ZInVV7AuVPvgbcGzb50faPhvYqPZEg7Ncx2ympds/FziXaeHqG1Rtx1SfF8oXq16SLrb90dw5+qwxi9KhWSSNK/VhrrSW1dPQmEXaprL9ELCtpI8DRVf02H6V1Cq2/dwLmeLUpTH3EtXLl3gBE4bVerZ3bT9RtXM7XFJxG3RHWBAQqRNAKE+pm3IfB06ujp9oO259Loak+5j6vkJtn217ufpTDdQTwEPAq9Xn9n/DRc1qbRpJt/LGd3FPkJ5xj84Sqgbt98qSDqPMzSShXPN2Obc08OWqq8M5NefpKlrFzgRJs1c7SIrQZSbGVAqcy3ToSNdtf7WuLIMmqVcrFQEX2V60zjyDJukx4BzS17d9dUz1eTvbi+TK1m/VTLy5WlVMktYF5qgu31hqO8YmkHSI7a9Vx+8CLgBmp/p3bfu6nPkGQdLCwF5MmUN1O3CS7ceyBgshhDaltakLoVSS7rG9fI9rd9t+R92ZBqmaHXc/b1wIELCY7Tm6/sEwtCSNaVUTh+Ek6a0dp8YA2wEHADfY3rr+VIMj6dvAB4CrSXPgr3K8kC5Cj7bH44BPAfO0RkqULJ4Rhp+k7wBfKr1T1LRUm+F+O1r+PUfF5XRqGzS8E7AZUMwCSGkLk9My0sKkpH3rzFKDPwFX0n1H5ltqzlKHA9uOr++41vl52H0TeAz4VvX5bGASMCdwA3BQplxh1m0FfK06PgrYx/bFkt4DHA+8L1uyAZC0HnAWcDpwJunn1RrAHyV90vbVGeP1XZMWaSVtMNJ127+rK0sIM0vSVm0f39LxGdvn1RwphDBtV0v6T+CI9hfjkr4CXJsv1sDcC2xs+4HOC5IezJAn9JGkc21vVx1/0/ZBbS2QL7W9Sd6E/SVpAdJsvBWrU3cA59h+Ol+q/rP9JEyek/6vpHcZNwEft317zmyDYHuf6r3qB0hf7wmSLgVOGU1tCfulSc9BPdoe3w/cKOnGuvNkUmoVfJM8AtxQFRKcmztMLrafao1JHA2i4nIaJK1DWqzckrRjZC/gVx3zfIbatMr6W/Mvm0DSA7aXzJ2jXyRNArbsNrNU0oO2l8gQK/RBdQO4dtWqb/LcreoXzO9tr583YZhZ7bv1OueplThfTdK1wGdt39hxfjXge7bXyZOs/zoWaScyZZH2U0CJi7QXdjltYFVgcdtja44U+qTaWf207WeqzxsCW5BeUpxo+5Wc+fpJ0o9GuGzbu9UWJpOS25WHMkmaD/gB6XfsTaTfPasDNwKfKW0BRNJepOqlm7tc29v2CRlihT5pv//vrOop7dlA0jtJ76EuJ32/ivS9+wFgQ9t/zpeuvyTNDuwG7AdcBRzZlHnSkt5CWpw+glThdFrmSH0Xz0GJpJttr5o7x6BFFXwZJC0JHAe8GTgFmPx3avtXvf5cSSRtBBxie1SMSIyFyx4kfZ3UpuEBUiXT+cD1Jc7iirL+KUpbzJO0DXCr7bu6XNvC9gUZYg1Mx6zWNyhpXmvnDaCkTWxfWh3fZHu1fOnCrJD0NPA70oP6usBStl+srk2yvUrOfP0m6Xbb75rRa8OoSYu03UhaH/gysADwddvdHujDEJB0HWlj1MPVv9/fAkcC44F/2v5M1oBhpjWxXXkol6TlgHeR/v3e1pRFgVCWjk2NnQuXRbUnlPQz4Beds7UkbUca/bJNnmT9J6k17/F40nvHqZTW0UHSPMAnSCN9FgLOA35quxFV4SU/B/UYUbUAsDPwvO29a440UN2q4NuuFVcF3zSSdiJ1PruCKQuXtr1LtlAD0KWIDdJa0MPALrbvrD/VG0Wr2N72BO4irbBfZPtlSUWu8kZZ/1SK+ju2/fMRrhW1aFl5L/AgabPBdZTdrmEOSfO2Zlm2LVrOT2oXG4bXJzo+jwGQtAjpd1JpJGmBzk4GVW/9MZkyDcp8nYuWALZvktRtOHoRJG0MfIX0O/a/bP8mc6Qw6+ay/XB1vDPwQ9vHVO3ObsqYq+8k7Q88Y/sHHef3BsbaPj5PsoFpVLvyUCZJHwbmrZ6F/q/t/CeBx5rwe0jSmaW9ZGuwuSWtTrovnqs6VvXfXFmT9d9429t2nrR9rqQjcgQaoN8ypQKvsyLNpIW9kjwG3E16V3MP6WtcW9LaUN5CbUtDnoOO6fhs4EnSws+ptacZvPY52R9i6jFNC9WcJfSJpBVJ79ueBNax/VDmSIO2acdnA0/afiFHmF5i4bK3twGbADsCx0uaQLpJnK3VmrEhSntpjKTnSN+Q7Ytarc+l3fi3dhpvCSxB2tF3N3B2q71bYd5GunHYkdTi+dekr/W2rKkG4zTgp5L+rTXPpqqePqW6FoZUr7nDth8FTqo5Th2OAy6VdABpPivAmqQ5rsdlSzUYTVqkRdLHSTuLnwG+XFor3IZrv4faCPgPANuvj6KRGP2yG6ndZKdTSbPES1u4bPd22xcD2P6jpOLuk0Oxvgps1uX8ZaROSkW9OO7SdUbAhlU7xqK6zjTUI8CxXY5bn0sy0gvTUfUydVbZ3rXXtWrDaml+RnrvtiJT5pe2FLdQ26TnINsb5s5Qs5EKXooqhmmYC4D9Ws8+pessYpM0N/AuSffbfjxTrDeIhcsebL8GXAxcLGlO0kr03MBfJV1me6esAftoGmX9xQyMbrFdbFVLJ0mfJz20XwmsTaqCWAK4RtK/274iY7y+q75vLwEukfQm0gLmFZIOL222i+1jJb0IXFW1XQF4HviG7RKr8gIg6VTbe+bO0U+2T5X0MGnGycrV6duAr5XUQqfSpEVagAuBh0i7Fg/qXNCKF6lD7XJJ5wJ/I90zXg4gaVGgmPmWFXeb2Wn7HypwlRZYtloEEbC4pLlb7cpJLWNDGAZzd3vpYvuRtvvmkiwO3A58nykbctfijVUwYQjZ/kDuDDVauHqH0UkUXslUdU7amrQBeyVgsbyJ+mukhdpCNeY5SNKI1f22z6wrS02aVAXfJA80ZdESQNLmwHeAp4BDSEUSjwJLSzrI9hk587XEjMsZJGk+YA/bxTwEVNWk7aYq67f9z9pD1UDShqSX5CbNPLkib6L+q3pWr2b7tWr3xP/Y/kA1cPiXtlfPHLHvqgXLj5MWLZcGfkVqYffXnLkGSdKbST/Pn8udJcy6qvqu6yXgZtuL15kn9JekTYEvMvUi7VEFLtIi6f0jXe9VXRxGv2rBbntgUeDc1u/Y6sF9Ydv/mzNfP1X3Uh+sqt7bzy8C/Nb2u/MkG4wu37cTbT9ffb3b2C6x8j8URtKfgXd1dkqSNDtwu+13dP+Tw6lq070P8DHgwKoF/b22l80cLfSBpJ1Jz3r/3XF+D+AF22flSdZ/02oHa/srdWWpQ9XJYHPSYuUawLzAFsDvbL8+0p8dRpLGAgvYfqL6PAewK6nKaaWc2fqtSc9BkroVCYhURLGY7aKKpiRdwQiVlQ2sQC1CaTOjp0XSzcC2wPzABFKr9nslLQxcNlqecWPhciZIesD2krlzhJkjaTFSG4qXgYmkX6hrkHbGbFnSAlf1sm2tqipgAdILtjWra5Nsr5I3YX9JOgNYhVQtfY7tSZkjDUwDd7U1hqTXSHOGu7WzXsz2HFmCDUj1oDPSjX+3XddhiFSdK5Yn/T3/n+2XM0cKYbpVv28/D3yBqSulvwWcNFp2o4YQppD0DWAR4HOtWT1VpeV3gCdsHzTSnx9WkhYndXB4FNg83lmUQdKNwAadm1SrTfUTWs/3JZC0LfAb20/nzjJokn4CbABcCpxD6l5xj+1lsgYbEEk7AN8jtfy9GzgM+G9S2/0jbN/Q+0+HYVFtbvwkae7j7cDXbd+SN1UI0ybpXmDfXtdtd7blH2qSbmwVM0m6tX2hsv1abkXteqhRUW2hJO0PPGP7Bx3n9wbG2i5tds+JwCm2T28/Wb2YOhn4RI5QA/J94E+SriXdFH8TQNJCpHLw0vwr6UZ4BeDzbe04RGr1Nl+uYAOwdpdzk3e1AbFwObzuBTZuzS5tJ+nBDHkG7frcAerStEVaSbMB/0WaEXg/qZ3O4pJ+RJr1UmRHhyZomxfeYuAJ0m7Ng2w/mSXYANg+U9LjwOGkzVEmVUof2qR2QlBmu/JQrEOArwH3S2rN8FkS+AFQVMVWO9sPAdtWs9WezZ0n9M3Ybp11bD9bVRGX5J3A5yQZ+C1wse2JmTMNyirA34E7gDurLlklV5YcAqxp+55qXNU1wA62z8+cayCqIoJe98pHl7aRs3ru25W00e86UpeOu7KGGpAmVcE3zPzANnRf8zGpm19JxlQFTmOA16vj1tc+Jl+sqUXF5UworeJS0iRgjc75PVXLzT/ZHp8n2WBIusv2O2f02rCStDJpRsIk23fmzhP6L3a1lUXSXsBVtm/ucm3v0ua1VtV483bOoqpaVDxb0kOdpE+NdL20yi1Jx5FaXu3XeuFWVQccDbxke5+c+UJ/VQ87uwLvs71t5jhhJkW78lCSqg3j8tXHe2y/lDNPCDND0h2kLkovdJyfl/S+ZsU8yQanmve4CfARUpeDW4BLgP8taXOUpBVJbWK3Bx4DVgTebfuRrMEGoLMNo6Q7S/y32yJpqS6nxwGfAuaxvUfNkQamen+xD3AZ8A3b90/jjwy1JlXBN0kDW8X+BXidHgu1o2XcQCxc9tBld8zkS8AKtt9Uc6SB6SwJnt5rw0rSPbaX73J+DPDnbtdCGI267Go7stRdbaFckk4FLrF9Xsf5TwLr2/5snmT916RFWgBJd5PumdxxfixpZ3lRM8ZC0rSHvtI0rV15CCGMdpIOADYGPmv7L9W5pYGTgCtsH5UtXE0kjQc+CnzI9gdz5xkESWsBO5Jmjj1k+32ZI/WVpIeAY9tO7d/+2faxb/hDhRpNbRj7QdLrpIX3x5n6PXqr81lpxTC39PqaRroWRrfSvi9LEa1ie9u0yzkBiwNfqjnLwElaxPajnedy5RmwiySdBuzbMfPkOOB/siYLYTp17Gr7SOm72ppO0pm2R5xrOsTW79Z60PZPJJX2+/Y7pN3i53Wc/xCwPlDMIm3FnYuW1cnSW2E1VtWyLp4vhlvT2pWHEMKoZvtoSc8DV0p6c3X6eVJl0ykZo/WdpF8AVwF/ACbafhWg6iZ0C9XomxLZvh64vlqo3iB3ngE4jdSJpdvnpj0XjJo2jH1S5FzWEcwuaZ4eVfCxwW947drrgqSrba9XY5ZQiRcLPbQvAkhajdS+YTvgPuAXuXINyFHAryV9AWgNxF4T+BapnVtpDgSOZMrMEwNLAWdQ4KJ0KNYJpF1t6wMXdpnnGbu8hpSkzt75AjaU9BYA25vXn2qgRpobXdpDXZMWaQFul7SL7alm7lZzQaJ1+RCTtFWX0wuQWp39vOY4ob+OJ/1dvmHhkvRsEEIIoWa2vwt8t1q4VLeZl4X4b+B9wDHAylUntKtJC5l/KKlNbC/Vpr8rc+foN9tf7XVN0tp1ZqlDNcez0wLAzsDvao4zUL020Utaj/Qufa96Ew3cD4CfS+pWBf+DfLHCrOg2qqlNMeMCh00sXPYgaQVgB1KrhieBn5JuEDfMGmwAbJ8p6XHgcNKAcAO3AYfavjhruMFY0/YBkr5Cmnki0syTFzPnCmFGNG1XW5MsTppV+n2mtOdbi/QAX6LHJL3H9h/bT1YPsI/3+DPDqkmLtJAeUs+TtBswkfTveW1gLmDLnMHCLNus47NJ98vftv3rDHkGRtLxtvetjvex/e22a6fb3jVbuAGwfdII14qasRzKJWln2z+ujtezfXXbtc/ZPjFfuhBmjKQ3dF1p27RK5waxYWb7AuACmNzFYU1S9eFxpOffsfnShX6S9C6mvHN9hvS8W5LOZ/fWvfIVwKm1p6lJl8Kfzk5DQ69JVfBhsqZVhY8aMeOyh6pH9++B3W3fU527d7QMJw0zL2YvhRBGs2re7j7Ax4ADbd9U8u8fSe8BzgVOJy1uQXpw3QXYwfZ1maL1naQrSX+n3RZpj7FdYlsoJG0ErExauL3N9mWZI4Uw3drvGzvvIZtyT1l4u/JQoPi+DSWR1G3TiEibiBazXVRBgqQFgPeSKi/fS2onegtwje1iqpkkLdW0cS+SliItVO4IvErqfLZWq2otDKcehT8H2F4qa7AaNKAKvjF6dBSC9Pv2u7YXqjNPXSRtSHpXY+B22xMyR5pKUTc4fbY16QfvBEmXAOcwcqXE0JJ0ru3tquNv2j6o7dqltjfJly6E0I2k5+i+66fVKna+miOFPrH9OnCcpJ9V//dRCv59bfuPktYB/p0pcwVuA9ax/Vi2YINxIHCupNPpskibK9Sg2b4cuDx3jtBfkj4K/AfwLqoHHeCbtkubF64ex0VqYLvyUKaRvm+L/z4OZbG9d+tYqdTyk8BBwLXA13PlGgRJd5Aql35Fapd6lO1n8qYamMskfR84ujXLs2SS/gDMT3q3uo3tuyXdV/KipaSxwAK2n6g+z0F63t3P9ko5s/XZnaTCn83aCn/2yxtpcJpUBd8wnR2F2l1UW4qaSFqMVBH9MundlIDtJH0T2NL2X3Pmayn2Reissn0+cL6keYAtgP2ARSSdApxv+9KsAfvrHW3HHyLdBLeUuKNg2S4vZSaLFzJhGNied9r/qzDMbD8EbCvp48CzufMMku1HgUNz5xi0hi3ShoJJ2gP4f8AXgeur02sB35C0uO2SWmCNqao/xrQdt95OlNiyrmntykOZ3OO42+cQRj1Js5HuHb8AXEda+Lkra6jBOAtYF9ic9J5qeUnXALdUmztLsjppXNNESXvbLmruYRePk+4xFiG9Z7ybgn8eS9oB+B7wgqS7gcNIM1z/RNp8UJLGFP5Uus1knVwFD8TC5RCy/encGWp2InCK7dPbT1YL8ycDn8gRqlO0ip0BksYB2wLb294od55+aVorneqm4TO9rtsubhB6KJ+kuUlVL39p7egLYRhIupWRq4fH1xwphDANkm4H1rf9VMf5twJXlbSLXNJfgNfp8QLGdlEzp5vWrjyUSdKLwD2k79vlqmOqz8vanidXthBmlKS9SD+XLyPNUGtEe9FqBmKrXey6wCO2N86bqv8krUn6u32IKfcbRT4DSZqftMi1I7A88Bbgw51jNEogaRKwhe17JK0BXEMag3J+5mgD01b4syyrdYcAACAASURBVCOwEXAG5RX+TKWjCv524Ou2b8mbKswMScfb3rc63sf2t9uunW5712zhBkDSXbbfOaPX6hYLlwFJd5J+sYwBfkwapKzqvx+X9PIJQNKNtlfPnSOEWSFpc+A7wFPAIcBJwKPA0sBBts/Ily6E6VfNOumppJczTVuklXQycLDtoiuGm0jSHb3uD0e6FoaHpMWB40j3FpvbXjJzpBCmW5PuLUL5JL0OPEaqWGu/jyzy/hFA0pKkRcv1qv+7FPAn2x/NGqzPqjnw3wb+l/Q8P7mqtPSfU5IWBrYnvYtcwvYSmSP1VZeikDttr5gzU51KLfxp6VIFf2ShVfCN0cCirntsL9/l/Bjgz92u5RCtYgPAI8CxXY5bn0tzX+4AIfTBEcAmpDkRE4Dxtu+tHgAuI+1uC2HUs32/pC1Iu25vtf2/uTMN0Ka5A9TsL6T2V4faPit3mNBXz0pa1fbN7SclrQo8lylTrSS9EzjA9h65swxCk9qVh/KM9MJf0tWkxZAQhkVRlf0jkfQzUoXly6QKtauB00jPCEVVXUg6h9RWcifbt+bOU7dqTMYJwAnT2mwypBaWtH/b5ze3f7Z9bJc/M5SqRcpuflb9V5SOKviPlL7JoEFGmo9eoosknQbsa/sFmFw1fRzwP1mTtYmKy9A4ktYGHrT9SPV5F1K7ivuBwzrbnoUwGrVXDku61fa7u10LYbSrqvJWBv4AbAxcaPuIvKkGp0GLtMDkoe/HAgsCpzD1TvLzcuUKs0bS+sBPgB8BE0kVIGsDnwJ2tn1Vxnh9JWk8cDTwduAC0ku2k4F1gGNsH5cxXghhBkl6sLTKntBMktYjLXrtlTtLv0jaCrja9qO5swyapD1sn5Y7RxgMSYeOdN32V+vKMmhVVfhDwKutU22XXdq4gSZWwTeBpJuBD5C6UV5eHbf+LU+wvWqeZIMhaXbgSFLl8P2kf8tLkYpgvmT7lXzppoiFy9C4hTxJNwAftP2UpA1Ig6P3BlYDVrK9TdaAIUyHpv1SDeWq5n+savu1albr722vmTvXIDRtkbaluq/4OulnVWvh0rZ3y5cqzCpJbwP+nfRvWsBtwEmt+8lSSLqOtOh+DfAR4IvAWcBXbL+cM1sIYcZJeiBaH4dhJWk10mif7UidpM6zfULeVGFmVLPxNgD+bvsWSdtVn/8PONn2P7IGDGE6Sfo26X3U1cDZpHn3xS42RDv6Mkn6C1PmDHcqcQF+XdvXSpqLtLFewD22X8wcbSqxcBkat5An6ebWoo6kk4DHbR9Wfb7J9mo584UwPabxSxXbjWkpFIZbE+YHtDRpkRZA0sqkBZ+Hgf1s/y1zpDAAkhYCsP147iyD0HlvKOlBYGnbr2WMFUIYQVW11fUS8F3bC9WZJ4RZIWkFYAfSLMAngZ+SWpWX2F6zMap3UeOBNwF/Bt4MXEKa6TnW9iczxus7SZ+zfWLuHGEwqoX4D5B+Tr0HuBQ4xXZjRnWVWAUfyjUs791ixmWAdFPUqqrcHjjV9i+AX0i6KWOuQRkraTbbr5IqXvZsuxbfE2Eo2F46d4YQ+mRFSbdUxwKWqz6X2GrlldZih+0Xqwe8kv2cNDOh+Ja4TVP92z0U2ItU+S9JrwEn2D48a7j+m1PS6kzZKPQ8ML71/Wv7hmzJQgi9bDbCtYtqSxFCf9wJ/B7YzPY9AJL2yxtpMCQtZvuvuXPUZEPb75I0J/BXYOFqc+P3gFum8WeH0W5ALFwWqqqwnCDpRtJGiyOAu0kzaovVrQo+b6IwsyR1LuIZeML2gznyhCQWaQI0byHvbOBKSU8AL5EeApC0PPBMzmAhzCpJ7yTtwN0jd5YQptNKuQPUqEmLtACrdWtzJWkssIPtn2TIFPpjX2A94D2tndSSlgVOkbRfYXMf/0aa09rySNtnAxvVniiEMCLbn86dIYQ+2pq0EDBB0iWkDlmlbn67EBj1FSB98jKA7Zcl3d+2udGS/pk3WgjTT9I8wCdIhTALkRbv1ih1wadHFbxsb5g1WJhVx3Q5N07SHMCOtksr7FpW0q96XbS9eZ1heolWsQFJXwY+BjwBLEn6BeNqIe8M2+tlDTgAktYFFgUutf1CdW4F4M2xcz4MA0njgaOBtwMXACcAJwPrAMcU9tI4NIikt5Lmuzxge2LuPP3UtHkYkuYjVeQtBvwK+A3wOeAA4Cbbn8gYL8yCajf1h2w/0XF+IdK91ep5ktVL0uy24+ViCKOMpP2BZ2z/oOP83qRuQ8fnSRbCzKsWB7YgvSzfCDgDON/2pVmD9ZGkGxt0D/EQaSOUgP2YsilKpI4lS+TKNgiSXgW6zU5rbeCcr+ZItZL0TeBc2xMlHWe7mKppSS+QqivPBu4hbeybzHZRVYiSXicVwOzeVgV/b2kzEEMiaS3gWNsb5M7ST5LuBj7T67rtK2uM01MsXAYgFvJCGDaSriPNjrsG+AjwReAs4Cu2X86ZLYQZIeki4GDbkyQtCtwAXA8sR2pdXuzLxZIXaQEk/RL4O+nn1MbAAsAcwD4F7lhsFEmTbK8yo9dKULWI3ZDUFmoz24tkjhRC6FDNlF7D9isd598E/KnADgehYSSNA7YFtrddTOW/pMeAH/e6bnv/GuMMlKRDR7pu+6t1ZalDkxalu5G0Lal6emXS76HdMkfqG0mn07FY2cYlfa0AkrYkVVy+jzSX9hzg+7aXyRosDMywzIOcEcPyM7nENqBhJti+tsu5P+fIEkKYLm+yfXp1fJekA0iLP69lzBTCzFjG9qTq+NPAb2zvImle4GqgmIXLkRZpJZW4SLus7XcDSPo+VWcH28/ljRX64JWZvDa0JK1DWqzcEhhHqiY+MGuoEEIv7ly0rE7+owHzpUPhJM0NLAucZ/t7ufP02UvAbblD1KG0hckwNUn/BvyP7QeqUxcBnwKeIlUnFsP2rrkz1Mn2+cD5bVXw+wGLSDqFwqrgA0hahN4L88PsvtwBpkcsXIYQwnCaU9LqTJlv8jwwvvUyJiqlwxBpb7O4MXAagO3nqjYsJWnMIm1l8t+t7dck3ReLlsVYVdKzXc4LmLPuMIMk6evAdsADpBZYhwPX2z4ja7AQwogkLWL70c5zufKEMLMkbQ58h7TgcQhwEvAosLSkgwr7ffRkZ4vnUIyf5Q5Qs71sfxdA0gKk+a3nAccB1wFHZsw2cJIusr1p7hyDVHUr/Anwk7Yq+IOBWLgcQpJO4I0LlONIlbX71J9o4H4iaau2zyZtNL9pNL2ziYXLEEIYTo8wZQ5G52eT5p6EMAwerGZOPQSsQWq3gqS5gNlzBhuAJi3SwtSLWwLmqj43YpZNyWyPzZ2hRnsCd5Has19k+2VJJe66DaEkRwG/lvQFUncDgDWBb5FmxIcwTI4ANgHmByYA423fK2lh4DLSrMtS9OweJOntth+uM0zoqwUk/VtrMa9F0n7A22wflCnXoMxeVeQtCFwAHGP7xzC5arp0i+UOUJfCq+Cb5PqOzwaeBPa3/ViGPIPWbWPBOFJBzO62L687UDexcBlCCEPI9gdyZwihT3YnVTB9kDSn5+nq/LrAj7KlGowmLdI2bXErAJLeQtph/vXcWfrobaQXxjsCx0uaQFqEn832q3mjhRC6sX2mpMdJ9xetmbuTgENtX5wvWQgz5fXWGJ+qe8W9ALYfk1TU7yHba49w+VpgybqyhL77OFN+Hrf7NnALUNrC5THAvcBY4FbSQuaSpHaxd+UMVpMbcwcYlIZVwTfGSH9vktazfXWdeQbN9qe7nZe0FHAusE69ibqTHRuGQwhh2HSU9MMoLesPIUxR7Yw/HFgUOKk1/0LShsCatouqApG0UWunnqRlbN/Xdm0r2+flSxdmhaQlgK8AbyftIj+LVBGyC3CW7RLb6SBpTtLu1B2B9YHLbO+UN1UIIYSSSboZ+AAwBri8Om6NC5lge9U8yeol6UHbS+TO0U+S3knq7LBideoO4DTbxS1sSbrN9sozem2YSWpt4pyN1Br2w6QuAPvZfiJbsDBLqp/J29KjCt72u7MGDDOl+n7djlQtfIntSZI2Bb4EzGV79awBayTpBttr5M4BsXAZQghDSVK3SrRxwHhg1JT1hzAtki5k6lkCrUX4Ca12OmE4td/wdt78jqab4TDjqqrDK4FrgI+QWh/fRnoR80jObHWRNB+wZeyqDmH06TGnaDLbn68xTgizRNJfgNeZslg5FdvL1BooE0kP2C6m4lLSe0kzD79Hqk4TsDqwB7CV7Wszxus7SX8CdrJ9d8f5dwBn214rT7IwqyTd0usSaTzI+DrzDJqkG1uLWJJubV+obL8Whouk04ElgD+Sqg3vB94LHGz7gozRalVtqDnd9ntzZ4FoFRtCCENpWMr6Q5gO3aoMxwE7S1rF9sF1BxqUBi7Sqsdxt89huIyzfVh1/L+SHgXWtv2PjJkGQtLptnetjj/VWqi0/SxlzRULoSSdc4pCGFq2l86doS4jbDoQ8Jaa4wzafwI72r6i7dwFki4HDgU+miXV4PwncLGkrwETq3NrAf8B7JstVeiH10nft2cBFwIv5Y0zcGMkLUCqgn+9Om49247JFyvMorVI1bOvV112ngCWL3VTbpd3U5Dewy0K/Gv9ibqLissQQihMVDKFElStOibaXi13ln6R9P4up8cBOwN3l7RIC1FxWbK2tnWTW9W1f7b9VJZgA9Cxqzr+3YYQQhgVqqqIA2zvkTtLv0j61EjXS+pyIOnPtlfoce0u2++sO9OgSVoFOJCpZw8fbfvWfKlCP0hakTRKYTPgdtIi5qUlzoOPKvgyNe19RZd3UwaeJL2XeiVDpK5i4TKEEAoy2sr6Q5gVkm4qaeGylxIXaQEkPQ38jvRQ9y/VMdXn9W0vkCtbmDXTeGC37WXrTTQ4Iy3AhxBGpx67yCezvXmNcUKYJZLGkzqUtOZKnwCcTOqwc4zt4zLGCzNJ0kTba/a41qj7DUmzlbbAJWkr2+flzpGDpO2Bk4Bv2j4qd54QpoekF4F7Wh+B5arPRbY87kXSeqS23nvlzgLRKjaEEIbSNMr6d64/UQgzR9K4LqcXAHYhzcwrnu3XpCI7p36i7bizJXC3FsFhSDSpbR2wuKTvkB5aW8eTxay8EEal1u8YAacBn8mYJYRZdRpwClPmSt9Aqmb6pO2Xcwbrt4aNVVii856iImCxusMMmqSrbK9fHf+37fZWhH8ESluoPYQ0w7QRJC0G7ABsCfwd2A84P2uompVYBd8wK+UOkIuk1YCdgO2A+xhFP7ti4TKEEIZT50v/UVnWH8J0mEj699tauWv9W74C+GymTAPRwEXaT7dmA4bySVqO9MJiR9urTOt/P0QObDvunJsXrWtCGIVsX9k6lvR8++cQhtCbbJ9eHd8l6QDgYNuvZcw0KN02to0Ddpa0SmFjFQ4c4VqJc3rnaTvuvE8scgdnU0i6EpgXOBfYFWiNjJhD0riSRkjAtKvgM0YLs2Z2YBHbV7eflPQvwMN5Ig2OpBWont1J799+SurMumHWYB1i4TKEEIbTl21vkjtECLOqYTMgGrNIW2lEO5Umk7QosD1ph+Z44EjSw08xRpqnJSkqh0MY/WKDQRh2c0panSn3j88D41W167B9Q7ZkfdZrk4GkX5Huo4tZuCxpXud06qyk7XWtFCtKuqXL+RLbTi5F+jv8f8CebedVnS9mhESlMVXwDXM88KUu51+qrm1Wb5yBuxP4PbCZ7XsAJO2XN9IbxcJlCCEMpwVzBwihHyStDTxo+5Hq8y7A1sD9wGEl7dBs2CItwNwdL9qmUtKLtqaRtAdpgXJx0u7qzwC/tP3VrMHqtx1wQO4QIYSpdXQ4GCtpAdp+F5V0bxEa4RHg2B6fDWxUe6KalThWQdKP6L1gZ9u715mnBm+RtCUwpjreqjovYP58sQbmPspb6OiqYSMkoFlV8E2ytO03bDawfb2kpeuPM3BbkyouJ0i6BDiHUVj9HguXIYQwnNpv9t+gqYPgw1D6HvBBAEkbAN8A9gZWA04FtskXrb+atEhbWYzULqfbDXAjXrQV7CTSLuOdbF8PIKnE3fLTMuoe7kIIwBs7HLRvlCmx+iMUzPYHcmeoS8PGKlzU5dySwL7A2Jqz1OFKYPO24/ZFvd/VH2fgXrF9f+4QORU887ExVfANM+cI1+aqLUVNbJ8PnC9pHmAL0lzaRSSdApxv+9KsASuym/iOIYQQhpukJ4Ff0mNBwPZuNUcKYaZIutn2qtXxScDjtg+rPt9ke7Wc+fpJ0g3AB20/VS3SnsOURdqVbBezSAsg6Ubbq+fOEfpP0oLAtqSqy0WoZtrYXiJrsAHo8RIV0u/fm20vXmeeEEIIzdJls6qBJ4CbbD+XIdLASLqP3mMVjrD9bKZoAyVpWVKLwg2A44Af2H4lb6owKySdaPtzuXPUYVozH20flzFe30m6gpGrpWNz7hCSdDZwue3TOs7vDmxie/s8yepTPfduC2w/Wv4dx8JlCCEMIUk32F4jd44QZpWkScBqtl+VdCewp+3fta7ZXiVvwv5p0iItxM+pppC0OKnNzI7A3KQdmt3mgwylLi9Rp9LAFtAhjHqSdrb94+p4PdtXt137nO0T86ULYcZULUU7jSPNlt7d9uU1R8pC0uy2/5k7Rz9JWgn4MrA6cBTwY9uv5k01GJL2H+HyP4D/Ay61/XpNkQZK0hcYYXan7WN7XRs2kq5j6pmPXyTNfPxKzHwMw0LSIsD5wCukzh0AawFzAFu2umaFesXCZQghDKGoZAqlkPRl4GOkneNLAmvYtqTlgTNsr5c1YB81aZEWQNJfbS+WO0eoT9USanvbh+fOEkJorvaNM52baGJTTSiFpKWAc22vkzvLoFStFzcEdgI2s71I5kh9I+lnpJfiR5M6V0w1H6+0ERKSDh3h8mzAysCrtrerKdJATePrpaS58J0bcCU9SJoXWOTMxyZVwTeRpA2B1nuZ25qyOWi0ihmXIYQwnP61/YOkt5Jayzxge2L3PxLC6GP765IuAxYl7bJt7agaQ2qjWpKzgSslPQG8BPweoFqkfSZnsAF5LHeAMBhVK53Dbd/Rft72XZLekSnWQETlVghDST2Ou30OYSjZvl/S7LlzDIKkdUiLlVuSqkv3Ag7MGqr/1iYteBwAfKE6194it6hZvNOzUCfpljqy1KGkhcnp0LSZj5t1OTeO9DU3pgq+VLYnABNy5whJVFyGEMIQknQRcLDtSZIWBW4ArgeWA061fXzWgCGEriSty5RF2heqcysAby7toU7SHaSXTr1abBb19TaJpMeBF4Fv2T6p41pR1UxRuRXC8Inv29AEVZeD022/N3eWfpH0dWA74AHShr/zgeujLfvwkzQnsD3wd+BC0kL0BqQWsUfYfiJjvL6T9J2Rrtv+fF1ZBk3SSIs8jZn52IQq+BDqFhWXIYQwnJaxPak6/jTwG9u7SJoXuBqIhcsQRiHb13Y59+ccWWqwOHAM3RcuDTTiIbZQDwEfBc6Q9FFg17YXTqVVM0XlVgjDZ8WqckfAcm1VPKKwKqZQPkkX8sZZeeNIG+F2rj/RQO0J3EWal3eR7ZclNabaQtJyVHPDSxshAZwJ/BOYh1RhOgk4EVgfOB3YNFuywWjvgvVVYMTWscPM9oa9rpVaFd5NyVXwIeQSC5chhDCc/tl2vDFwGoDt5yQVMdA+hDD07mnKDtsGsu1HgA9L2h+4XtJnbV+cO9gAuMdxt88hhNFhpdwBQuijozs+G3gSuNv2KxnyDNLbgE2AHYHjq0quuSTNZvvVvNEGo+qetD2pS8l44EjS11+ad9leRdJswEO231+dv0TSzTmDDYLtM1rHkvZt/1y6ztm0QDGzaUdSVcH/I3eOEEoSC5chhDCcHpS0N6nqZQ3gEgBJcwGxyyuEEEItbB9bzan9saSPAXPkztRnUbkVwvA5EDjL9h9yBwmhD75se5PcIepg+zXgYuDiqrXopqQKvb9Kusz2TlkD9pGkPUgLlIsD5wKfAX5Z8GzEVwBsvyrp4Y5rr2XIU6dGbHRryGzaplXBh5BVLFyGEMJw2h04HPggsL3tp6vz6wI/ypYqhBCmOKjbSUlLADvYPqrmPKF/pmqRavtmSWuTWgOXVulU2tcTQhPcDRxTVTL9FDjb9k2ZM4UwsxbMHSAH2y8DPwd+Xo1D2SpzpH47CbgG2Mn29QCFt8VdvJr7qLZjqs+L5YsVZlWX2bSHk2bTllpl2qQq+BCykl3y78UQQgghhJCbpAWBbUk7yxcDzrd9QN5UYWZJGmO7a1tySYva/lvdmQZF0r6k2dE3ltqmLoRSSVqKNC9uB2BO0gvVcwqeLR0KJOleoOc9k+3zaowzUJI2A26xfX/1+T+BrYH7gX1s35czXz913BsvQqq63NX2ElmDDYikT410vbRFLknPMaUqb27gxdYl0siF+bIEGwBJj5Nm0x7PlNm099ousjOJpEubUgUfQm6xcBlCCEOoR3uKyWxvXmOcEEJ4g2p3/JaklkErAOeTKsQXzxos9J2k+UkvFncCVrJdzM55SUcD7wNWBG4B/kBayLzG9lM5s4UQpp+k1YEfAuNtj82dJ4TpJelJ4Jd0dDuo2PZuNUcamKod+7q2X5S0KXAsaWFvdWBb2x/OGnBAJC1O2mCxI2mR63zbX8qbKoTpI2ksU2bTbgRMIHUGW6LETX+SbrC9Ru4cITRBLFyGEMIQkvT+ka7bvrKuLCGE0I2kl4A/AocAV9l2ybtvm6aaqbw5abFyDWBeYAvgd72qMYeZpDmAtUiLmO+t/nva9ruyBgsh9CRpduAjpAWBjYErSW1jL8gaLIQZ0KSX5JJutr1qdfxD4C7b36w+F/X/B0nr2r62y/l3kkYqFDXrssvGawNPABNs/zhPqtBvbbNpdwTWB4qaTQvNqoIPIbeYcRlCCEOofWFS0kLVucfzJQohhDf4Eull8SnAWZJ+mjlP6BNJPwE2AC4FTgQuB+6xfUXOXAM2FzAfMH/138PArVkThRC6kvQh0kvTj5M20JwD7Gn7hazBQpg53SotSyVJbya11dwYOLnt2px5Ig3MyaSNX1OxfRdQ1KJlpXMuIMA4YGdJq9g+uO5Aof86ZtPOB+yROdIgzE9anO1aBQ/EwmUIfRIVlyGEMKQkHQrsTbphGgO8Cpxg+/CswUIIoY2kZUkvkHcA3gEcSmqBFTPGhpSkm0m/e84Efmr7wVKraSWdCqwMPAdcB1wLXGv771mDhRB6kjQBOAv4RbR0DsOuWtSZ1Pb5raTNQw/YnpgvWf9J2o208e1Z4DHbH6nOrw4cbXvjnPn6qbQK0plVtRmdaHu13FlC/0l6wPaSuXP0U3zvhlCfWLgMIYQhJGk/4GOk3eP3VeeWJVU2XWL7uJz5QgihG0nvJrUW3c72crnzhJknaUXS3+X2wGOkGZDvtv1I1mB9JukSYEFgEmm+5TXAJMdDVAghhBpIugg42PYkSYsCNwDXA8sBp9o+PmvAPpO0GLAwcHOr9byktwFz2H4ga7g+kvQ08Lte121vXmOcrCTdFAuXZZL0oO0lcufoJ0k32l49d44QmiAWLkMIYQhJuhH4kO0nOs4vBFwaN1IhhNFI0oLAk7HoUxZJa5EWMbcBHrL9vsyR+kqSSFWX76v+WwV4CrjG9qE5s4UQQiibpNtsr1wdfwlY0fYukuYFrrY9Pm/C/pG0FGl+9DPV5w1J87PvB060/UrOfP0k6W7gM72ut4+GKYGkcV1OLwDsAixv+5M1Rwo1KLTisjFV8CHkFjMuQwhhOM3euWgJac6lpNlzBAohhHaS1gW+QVrgOQL4b1Ll2hhJu9i+JGe+0D+2rweul/QF0oN7UaqF9klVdcQz1X+bAu8htT4OIYQQBuWfbccbA6cB2H5O0ut5Ig3MucCWwDOSVgN+BhwJrEqaCdlzoW8IPV/a4uQ0TCTN/2vNBTTwJHAF8NlMmUIfSLqV9Pf5hkvAIjXHqcM3JHWtgpdUXBV8CDnFwmUIIQynkXabFrMTNYQw1E4kzSmaH7gc+Kjta6sWo2cDsXA5pCSdQPcXFC3FvIiT9HlSleV6pJfHV5Paxf4QuDVjtBBCCM3woKS9gYeANajunyTNBZS2YXUu2w9XxzsDP7R9jKQxwE0Zcw3CfbkD1Mn2MrkzhIHZNHeAmi3TVnH5aeA37VXwQCxchtAnsXAZQgjDaVVJz3Y5L2DOusOEEEIXs9m+FEDS4bavBbB9Z+q8GYbY9W3HX6XsqsOlgZ8D+9n+W+YsIYQQmmd34HDgg8D2tp+uzq8L/ChbqsFov0HcCPgPANuvF3jveKSkt7Vmg0vaBdia1Bb3MNtPZU3XZ5LWBh5sytfbJLbv73Ze0nqkURJ71Zto4JpUBR9CVjHjMoQQQggh9J2kG2yv0Xnc7XMYXpJujLnKIYQQQphVkr4NLAr8DdgcWMH2P6t2jBfaXitrwD6SdAPwQdtPSdoAOAfYG1gNWMn2NlkD9lnTvt6mqlo87wRsR6oqPs/2CXlT9ZekC4FLSVXwPyRVYD5dVcFf35pJHEKYdVFxGUIIIYQQBqFVGS5grrYq8agML0vsggwhhBAGpHpJ3vN3re3Na4wzaPsC25MWL9e33apsehtp/EBJxrZVGW4PnGr7F8AvJJXWFhea9/U2hqQVgB2AHUlzS39KKpTaMGuwwWlSFXwIWcXCZQghhBBC6DvbY3NnCCGEEEIYckfnDlAXp5Zw53S5NA/wCVKVUynGSprN9qukdpN7tl0r8V1t077eJrkT+D2wme17ACTtlzfS4Nh+DPi3LucnABPqTxRCueKXQwghhBBCCGG6SXqOKdUfc3dU09r2fHmShRBCCGWxfWXrWNJC1bnH8yWqR5eWk7/Im6jvzgaulPQE8BJp4QdJywPP5Aw2IE37eptka1LF5QRJl5A2HxQ3lLalYVXwIWQVMy5DCCGEEEIIIYQQQhiFJB1KmgcoYAzwKnCC7cOz2DWEfQAAAh1JREFUBuuzHi0nD7C9VNZgAyJpXVJb3Ettv1CdWwF4s+0bsoYbgKZ9vU0jaR5gC9L370bAGcD5tkuqlEbS+0e63r7ZJIQwa2LhMoQQQgghhBBCCCGEUaZqufgxYE/b91XnlgVOAS6xfVzOfP0k6XVSJd7ubS0n77W9bN5kIYQZIWkcsC1pBuRGufMMSpOq4EPIIRYuQwghhBBCCCGEEEIYZSTdCHzI9hMd5xciVa6tnidZ/0naklRx+T6g1XLy+7aXyRoshBDaNKUKPoTcxuQOEEIIIYQQQgghhBBCeIPZOxctYXKFz+wZ8gyM7fNtbw+sCFwB7AcsIukUSZtkDRdCCEyugl8fWNv2W20vAKwDrFddCyH0SVRchhBCCCGEEEIIIYQwyki6wfYaM3qtFE1pORlCGA5NqoIPIbdYuAwhhBBCCCGEEEIIYZSR9BrwQrdLwJy2i6q6DCGE0UzSJNurzOi1EMKMmy13gBBCCCGEEEIIIYQQwtRsj82dIYQQwmSvzOS1EMIMiorLEEIIIYQQQgghhBBCCCGEHqIKPoT6xMJlCCGEEEIIIYQQQgghhBBCCCG7MbkDhBBCCCGEEEIIIYQQQgghhBBCLFyGEEIIIYQQQgghhBBCCCGEELKLhcsQQgghhBBCCCGEEEIIIYQQQnaxcBlCCCGEEEIIIYQQQgghhBBCyC4WLkMIIYQQQgghhBBCCCGEEEII2f1/699j6jtsH2IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(32, 8))\n",
    "incidentType_freq15.head(30).plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1353495f8>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(32, 8))\n",
    "incidentType_freq16.head(30).plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上结果可知，犯罪类型为ALARM-RINGER，911 HANG-UP，SECURITY CHECK的事件类型远高于其他。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
